02.01.2026
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MCML Researchers in Highly-Ranked Journals
131 Papers in 2026 Highlight Scientific Impact
We are happy to announce that MCML researchers are represented in 2026 with 131 papers in highly-ranked journals. Congrats to our researchers!
M. Li • X. Lv • J. Zou • T. Chen • C. Zhang • S. An • E. Nie • G. Zhou
Query Expansion in the Age of Pre-trained and Large Language Models: A Comprehensive Survey.
ACM Transactions on Information Systems 44.5. Jul. 2026. DOI GitHub
Query Expansion in the Age of Pre-trained and Large Language Models: A Comprehensive Survey.
ACM Transactions on Information Systems 44.5. Jul. 2026. DOI GitHub
B. Schmitz-Koep • F. Bongratz • V. Schultz • A. Menegaux • M. Thalhammer • S. Schramm • S. H. Kim • C. Zimmer • J. S. Kirschke • C. Sorg • C. Wachinger • P. Giannakopoulos • M.-L. Montandon • C. Rodriguez • S. Haller • D. M. Hedderich
Longitudinal Clustering Identifies Different Rates of Cortical Aging in Healthy Older Adults.
Aging and Disease Early Access. Aug. 2026. DOI
Longitudinal Clustering Identifies Different Rates of Cortical Aging in Healthy Older Adults.
Aging and Disease Early Access. Aug. 2026. DOI
E. O. Riedel • F. Bongratz • B. Zott • C. Berberich • P. Eichinger • I. Yakushev • T. Grimmer • C. Wachinger • D. M. Hedderich
Deep learning-based cortical thickness maps for diagnosis of neurodegenerative diseases: a rater study.
Alzheimer’s and Dementia: Diagnosis, Assessment and Disease Monitoring 18.3. Aug. 2026. DOI
Deep learning-based cortical thickness maps for diagnosis of neurodegenerative diseases: a rater study.
Alzheimer’s and Dementia: Diagnosis, Assessment and Disease Monitoring 18.3. Aug. 2026. DOI
B. Lange
Calibrated Epistemic Deference to Conversational AI in Mental Healthcare.
American Journal of Bioethics In press. May. 2026. To be published. Preprint available. URL
Calibrated Epistemic Deference to Conversational AI in Mental Healthcare.
American Journal of Bioethics In press. May. 2026. To be published. Preprint available. URL
Q. Xu • D. Rügamer • A. Bender • M. E. Maros
Deep generative models in digital subtraction angiography (DSA) and X-ray angiography: a systematic review.
Artificial Intelligence Review 59.2. Jan. 2026. DOI
Deep generative models in digital subtraction angiography (DSA) and X-ray angiography: a systematic review.
Artificial Intelligence Review 59.2. Jan. 2026. DOI
F. Fan • Y. Shi • M. Datcu • B. Le Saux • L. Iapichino • F. Bovolo • S. Ullo • X. Zhu
Quantum circuit-based learning models: bridging quantum computing and machine learning.
Artificial Intelligence Review 59.221. Sep. 2026. DOI
Quantum circuit-based learning models: bridging quantum computing and machine learning.
Artificial Intelligence Review 59.221. Sep. 2026. DOI
R. A. McDonald • H. M. Byrne • H. A. Harrington • T. Thorne • B. J. Stolz
Topological model selection: a case-study in tumour-induced angiogenesis.
Bioinformatics 42.3. Mar. 2026. DOI GitHub
Topological model selection: a case-study in tumour-induced angiogenesis.
Bioinformatics 42.3. Mar. 2026. DOI GitHub
L. Burk • J. Zobolas • B. Bischl • A. Bender • M. N. Wright • R. Sonabend
A Large-Scale Neutral Comparison Study of Survival Models on Low-Dimensional Data.
Bioinformatics 42.5. May. 2026. DOI GitHub
A Large-Scale Neutral Comparison Study of Survival Models on Low-Dimensional Data.
Bioinformatics 42.5. May. 2026. DOI GitHub
S. Firmani • F. Steinbauer • G. Kasneci • A. Marsico • M. Horlacher
RIBEX: Predicting and Explaining RNA Binding Across Structured and Intrinsically Disordered Regions (IDR)-rich Proteins.
Bioinformatics 42.Supplement_2. Aug. 2026. DOI
RIBEX: Predicting and Explaining RNA Binding Across Structured and Intrinsically Disordered Regions (IDR)-rich Proteins.
Bioinformatics 42.Supplement_2. Aug. 2026. DOI
M. Rave • G. Kauermann
Deriving Duration Time From Occupancy Data—A Case Study in the Length of Stay in Intensive Care Units for COVID-19 Patients.
Biometrical Journal 68.1. Feb. 2026. DOI
Deriving Duration Time From Occupancy Data—A Case Study in the Length of Stay in Intensive Care Units for COVID-19 Patients.
Biometrical Journal 68.1. Feb. 2026. DOI
C. Wiederkehr • C. Heumann • M. Schomaker
Causal Effect Estimation With TMLE: Handling Missing Data and Near Violations of Positivity.
Biometrical Journal 68.3. Apr. 2026. DOI
Causal Effect Estimation With TMLE: Handling Missing Data and Near Violations of Positivity.
Biometrical Journal 68.3. Apr. 2026. DOI
T. Müller • R. Hornung • S. Szymczak • H. Buchner
ShadowVIMP: permutation-based multiple testing-controlled variable selection.
BMC Bioinformatics 27.96. May. 2026. DOI
ShadowVIMP: permutation-based multiple testing-controlled variable selection.
BMC Bioinformatics 27.96. May. 2026. DOI
N. Bouchahda • F. Scheipl • H. Hbid • I. Boujnah • N. Zouali • F. Jebali • M. Messaoud • M. Maatouk • A. Najjar
Acute myocardial mechanical responses to colloid and crystalloid volume loading: A randomized double-blind crossover study.
British Journal of Clinical Pharmacology 92.9. Sep. 2026. DOI
Acute myocardial mechanical responses to colloid and crystalloid volume loading: A randomized double-blind crossover study.
British Journal of Clinical Pharmacology 92.9. Sep. 2026. DOI
A. Scagliotti • F. Scagliotti • L. Locati • F. Sottotetti
Ensemble optimal control for managing drug resistance in cancer therapies.
Bulletin of Mathematical Biology 88.92. May. 2026. DOI
Ensemble optimal control for managing drug resistance in cancer therapies.
Bulletin of Mathematical Biology 88.92. May. 2026. DOI
D. Martens • G. Shmueli • T. Evgeniou • K. Bauer • C. Janiesch • S. Feuerriegel • S. Gabel • S. Goethals • T. Greene • N. Klein • M. Kraus • N. Kühl • C. Perlich • W. Verbeke • A. Zharova • P. Zschech • F. Provost
Beware of 'Explanations' of AI.
Business and Information Systems Engineering Early Access. Aug. 2026. DOI
Beware of 'Explanations' of AI.
Business and Information Systems Engineering Early Access. Aug. 2026. DOI
E. L. Bolager • B. Hamzi • H. Owhadi • I. G. Kevrekidis • F. Dietrich
Dictionary learning for Kernel EDMD.
Chaos 36.103123. Oct. 2026. DOI
Dictionary learning for Kernel EDMD.
Chaos 36.103123. Oct. 2026. DOI
T. Richter • W. Wang • A. Palma • F. J. Theis
Generative models of cell dynamics: from Neural ODEs to flow matching.
Communications Biology 9.1. Jan. 2026. DOI
Generative models of cell dynamics: from Neural ODEs to flow matching.
Communications Biology 9.1. Jan. 2026. DOI
D. S. Singh • L. Herrmann • T. Bürchner • F. Dietrich • S. Kollmannsberger
Graph neural networks for full waveform inversion.
Computational Mechanics 78. Jun. 2026. DOI
Graph neural networks for full waveform inversion.
Computational Mechanics 78. Jun. 2026. DOI
H. A. Madni • R. M. Umer • C. Marr • G. L. Foresti
MOSAIC: Maximizing out-of-distribution sensitivity via aligned image classification.
Computer Vision and Image Understanding 271.104885. Jul. 2026. DOI
MOSAIC: Maximizing out-of-distribution sensitivity via aligned image classification.
Computer Vision and Image Understanding 271.104885. Jul. 2026. DOI
D. S. Bové • H. Seibold • A.-L. Boulesteix • J. Manitz • A. Gasparini • B. K. Günhan • O. Boix • A. Schüler • S. Fillinger • S. Nahnsen • A. E. Jacob • T. Jaki
The statistical software revolution in pharmaceutical development: challenges and opportunities in open source.
Drug Discovery Today 31.2. Feb. 2026. DOI
The statistical software revolution in pharmaceutical development: challenges and opportunities in open source.
Drug Discovery Today 31.2. Feb. 2026. DOI
Y. Mu • Z. Xiong • Y. Wang • M. Shahzad • F. Essl • H. Kreft • M. van Kleunen • X. Zhu
GlobalGeoTree: A Multi-Granular Vision-Language Dataset for Global Tree Species Classification.
Earth System Science Data 18.2. Feb. 2026. DOI GitHub
GlobalGeoTree: A Multi-Granular Vision-Language Dataset for Global Tree Species Classification.
Earth System Science Data 18.2. Feb. 2026. DOI GitHub
N. Lehmann • C. Aybar • A. Shah • M. Passaro • J. L. Bamber • X. Zhu
OceanTACO: A Multi-Sensor Global Ocean Sea Surface State Dataset.
Earth System Science Data 18.9. Sep. 2026. DOI GitHub
OceanTACO: A Multi-Sensor Global Ocean Sea Surface State Dataset.
Earth System Science Data 18.9. Sep. 2026. DOI GitHub
P. Garthen • H. S. C. Mudragada • S. Schwarz • . Edelhoff • M. J. Steinbauer • W. Peters • K. Kuecuekaytekin • L. Bothmann
Distance-based population density estimates from camera traps: Strong impact of technical choices in automated pipelines.
Ecological Informatics 95.103682. May. 2026. DOI
Distance-based population density estimates from camera traps: Strong impact of technical choices in automated pipelines.
Ecological Informatics 95.103682. May. 2026. DOI
A. Gebhard • A. Triantafyllopoulos • D. Arend • S. Müller • S. Schmidt • M. Scherer-Lorenzen • B. W. Schuller
CoarseSoundNet: Building a reliable model for ecological soundscape analysis.
Ecological Informatics 99.104101. Oct. 2026. DOI GitHub
CoarseSoundNet: Building a reliable model for ecological soundscape analysis.
Ecological Informatics 99.104101. Oct. 2026. DOI GitHub
J. K. Throm • M. Milling • A. Triantafyllopoulos • A. Kathan • A. F. Dörsam • J. Löchner • B. W. Schuller • K. E. Giel
Affective Dimensions in Maternal Voice During Child Feeding in Mothers With and Without Eating Disorder History—Findings From a Machine Learning Analysis of Speech Data.
European Eating Disorders Review 34.2. Mar. 2026. DOI
Affective Dimensions in Maternal Voice During Child Feeding in Mothers With and Without Eating Disorder History—Findings From a Machine Learning Analysis of Speech Data.
European Eating Disorders Review 34.2. Mar. 2026. DOI
N. Bouchahda • F. Scheipl • H. Hbid • M. Yessine Kallela • M. Hentati • M. Ben Messaoud • M. Maatouk • A. Najjar
Temporal Coupling Between Papillary Muscle Strain and Left Ventricular Untwisting During Diastole.
European Heart Journal 4.3. Aug. 2026. DOI
Temporal Coupling Between Papillary Muscle Strain and Left Ventricular Untwisting During Diastole.
European Heart Journal 4.3. Aug. 2026. DOI
P. Heesen • S. Feuerriegel • O. Ciobanu-Caraus • A. Ranft • V. Bhadri • B. Brichard • S. Collaud • S. Cyprova • H. Eich • T. Ek • H. Gelderblom • J. Hardes • L. Haveman • W. Hartmann • P. Hauser • H. Juergens • J. Kanerva • T. Kühne • A. Raciborska • J. Rascon • A. Streitbürger • B. Timmermann • Y. Uhlenbruch • B. Fuchs • U. Dirksen
Treatment effect heterogeneity of radiotherapy in localized Ewing sarcoma: A secondary analysis of the EURO-E.W.I.N.G. 99 and Ewing 2008 trial.
European Journal of Cancer 243.116825. Jul. 2026. DOI
Treatment effect heterogeneity of radiotherapy in localized Ewing sarcoma: A secondary analysis of the EURO-E.W.I.N.G. 99 and Ewing 2008 trial.
European Journal of Cancer 243.116825. Jul. 2026. DOI
M. M. Heimer • J. Dexl • J. Ta • R. Ebner • F. L. Herr • L. Orasanin • K. Jeblick • L. C. Adams • L. K. Shiyam Sundar • A. Tufman • R. A. Werner • G. Sheikh • J. Ricke • M. Ingrisch • M. P. Fabritius • C. C. Cyran
Artificial intelligence for TNM staging in NSCLC: a critical appraisal of segmentation utility in [1⁸F]FDG PET/CT.
European Journal of Nuclear Medicine and Molecular Imaging 53.5. Apr. 2026. DOI
Artificial intelligence for TNM staging in NSCLC: a critical appraisal of segmentation utility in [1⁸F]FDG PET/CT.
European Journal of Nuclear Medicine and Molecular Imaging 53.5. Apr. 2026. DOI
L. Nas • B. F. Hoppe • A. T. Stüber • S. Grosu • N. Fink • J. Rudolph • S. Hyska • J. Ricke • B. O. Sabel
Enhancing pancreatic imaging in CT – prospective comparison of fixed versus individualized post-trigger delay in bolus tracking.
European Journal of Radiology 203.113048. Jul. 2026. DOI
Enhancing pancreatic imaging in CT – prospective comparison of fixed versus individualized post-trigger delay in bolus tracking.
European Journal of Radiology 203.113048. Jul. 2026. DOI
E. O. Riedel • S. Schramm • F. Bongratz • M. J. Gruber • D. Sepp • K. J. Paprottka • C. Zimmer • B. Wiestler • D. M. Hedderich
Deep learning-based synthetic brain MRI for the assessment of regional atrophy patterns in neurodegenerative diseases.
European Radiology 36.7. Jul. 2026. DOI
Deep learning-based synthetic brain MRI for the assessment of regional atrophy patterns in neurodegenerative diseases.
European Radiology 36.7. Jul. 2026. DOI
P. C. Münch • N. Safaei • R. Mreches • M. Binder • Y. Han • G. Robertson • E. A. Franzosa • C. Huttenhower • A. C. McHardy
Comparative assessment of large language models for microbial phenotype assignment.
Genome Biology 27.235. Jul. 2026. DOI
Comparative assessment of large language models for microbial phenotype assignment.
Genome Biology 27.235. Jul. 2026. DOI
J. Lonardi • S. Halimeh • S. von Mackensen • L. Kleinlein • J. Fleischer • H. Funk • J. Hölz • J. Holzapfel • S. Juranek • V. Lieftüchter • C. Bidlingmaier • M. Olivieri
HAEMFIX: Impact of Switching From SHL‐FIX to EHL‐FIX in Patients With Haemophilia B.
Haemophilia 32.1. Jan. 2026. DOI
HAEMFIX: Impact of Switching From SHL‐FIX to EHL‐FIX in Patients With Haemophilia B.
Haemophilia 32.1. Jan. 2026. DOI
M. Milling • A. Triantafyllopoulos • S. Rampp • A. Akman • B. W. Schuller
Leveraging Sample Difficulty in Computer Audition Analysis.
IEEE Access 11.2023. May. 2026. DOI
Leveraging Sample Difficulty in Computer Audition Analysis.
IEEE Access 11.2023. May. 2026. DOI
T. Song • S. Matinfar • L. Schütz • F. Li • U. Eck • N. Navab
The Impact of Multisensory Feedback on Supporting Physicians in Robotic Ultrasound Interaction.
IEEE Access 14. Jul. 2026. DOI
The Impact of Multisensory Feedback on Supporting Physicians in Robotic Ultrasound Interaction.
IEEE Access 14. Jul. 2026. DOI
Y. Li • M. Milling • L. Specia • B. W. Schuller
From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview.
IEEE Computational Intelligence Magazine 21.4. Nov. 2026. DOI
From Audio Deepfake Detection to AI-Generated Music Detection -- A Pathway and Overview.
IEEE Computational Intelligence Magazine 21.4. Nov. 2026. DOI
S. Wang • X. Sun • J. Han • X. Zhu
RSCLIP for Training-Free Open-Vocabulary Remote Sensing Image Semantic Segmentation.
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 18. Apr. 2026. DOI GitHub
RSCLIP for Training-Free Open-Vocabulary Remote Sensing Image Semantic Segmentation.
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 18. Apr. 2026. DOI GitHub
S. Chen • Y. Shi • X. Zhu
Enhancing Monocular Building Height Estimation via Weak Supervision from Imperfect Labels.
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 19. Apr. 2026. DOI
Enhancing Monocular Building Height Estimation via Weak Supervision from Imperfect Labels.
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 19. Apr. 2026. DOI
S. Ofori-Ampofo • A. Zappacosta • R. S. Kuzu • P. Schauer • M. Willberg • X. Zhu
Assessing Cocoa Landuse Change and Exposure to Artisanal and Small-Scale Gold Mining Using Satellite Imagery.
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 19. Mar. 2026. DOI
Assessing Cocoa Landuse Change and Exposure to Artisanal and Small-Scale Gold Mining Using Satellite Imagery.
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 19. Mar. 2026. DOI
Y. Burkhardt • S. B. Laina • S. Boche • L. Freißmuth • S. Leutenegger
AERO-VIS: Asynchronous Event-based Real-time Onboard Visual-Inertial SLAM.
IEEE Robotics and Automation Letters 11.10. Oct. 2026. DOI GitHub
AERO-VIS: Asynchronous Event-based Real-time Onboard Visual-Inertial SLAM.
IEEE Robotics and Automation Letters 11.10. Oct. 2026. DOI GitHub
K. Li • M. Niemeyer • S. Wang • S. Gasperini • N. Navab • F. Tombari
SING3R-SLAM: Submap-based Indoor Monocular Gaussian SLAM with 3D Reconstruction Priors.
IEEE Robotics and Automation Letters 11.11. Nov. 2026. DOI
SING3R-SLAM: Submap-based Indoor Monocular Gaussian SLAM with 3D Reconstruction Priors.
IEEE Robotics and Automation Letters 11.11. Nov. 2026. DOI
L. Yang • Y. Bai • Y. Wang • I. Alsarraj • G. Kutyniok • Z. Wang • K. Wu
Lightweight Learning from Actuation-Space Demonstrations via Flow Matching for Whole-Body Soft Robotic Grasping.
IEEE Robotics and Automation Letters 11.6. Jun. 2026. DOI
Lightweight Learning from Actuation-Space Demonstrations via Flow Matching for Whole-Body Soft Robotic Grasping.
IEEE Robotics and Automation Letters 11.6. Jun. 2026. DOI
C. Li • N. Berner • N. Navab • F. Tombari • S. Gasperini
SA4Depth: Consistent Pose-Depth Scale Alignment for Self-Supervised Monocular Depth Estimation.
IEEE Robotics and Automation Letters 11.7. May. 2026. DOI GitHub
SA4Depth: Consistent Pose-Depth Scale Alignment for Self-Supervised Monocular Depth Estimation.
IEEE Robotics and Automation Letters 11.7. May. 2026. DOI GitHub
A. Ramazzina • S. Gasperini • M. Bijelic • F. Heide • F. Tombari
Learning 3D Scene Reconstruction From Nighttime Driving Videos.
IEEE Robotics and Automation Letters 11.8. Jun. 2026. DOI GitHub
Learning 3D Scene Reconstruction From Nighttime Driving Videos.
IEEE Robotics and Automation Letters 11.8. Jun. 2026. DOI GitHub
J. Ding • Q. Sun • A. Akman • B. W. Schuller
Cross-Dialect Bird Species Recognition With Dialect-Calibrated Augmentation.
IEEE Signal Processing Letters 33. Aug. 2026. DOI
Cross-Dialect Bird Species Recognition With Dialect-Calibrated Augmentation.
IEEE Signal Processing Letters 33. Aug. 2026. DOI
A. Fono • M. Singh • E. Araya • P. C. Petersen • H. Boche • G. Kutyniok
Mathematical Foundations of Spiking Neural Networks: Strengths, challenges, and computational paradigm potential [Special Issue on the Mathematics of deep Learning].
IEEE Signal Processing Magazine 43.2. Mar. 2026. DOI
Mathematical Foundations of Spiking Neural Networks: Strengths, challenges, and computational paradigm potential [Special Issue on the Mathematics of deep Learning].
IEEE Signal Processing Magazine 43.2. Mar. 2026. DOI
A. Triantafyllopoulos • A. Batliner • B. W. Schuller
Charting 15 years of progress in deep learning for speech emotion recognition: A replication study.
IEEE Transactions on Affective Computing 17.3. Apr. 2026. DOI
Charting 15 years of progress in deep learning for speech emotion recognition: A replication study.
IEEE Transactions on Affective Computing 17.3. Apr. 2026. DOI
C. Liu • G. Perantoni • L. Bruzzone • X. Zhu
Adaptive Gradient Calibration for Single-Positive Multi-Label Learning in Remote Sensing Image Scene Classification.
IEEE Transactions on Geoscience and Remote Sensing 64.4404615. Feb. 2026. DOI GitHub
Adaptive Gradient Calibration for Single-Positive Multi-Label Learning in Remote Sensing Image Scene Classification.
IEEE Transactions on Geoscience and Remote Sensing 64.4404615. Feb. 2026. DOI GitHub
Z. Chen • Y. Wang • Y. Shi • X. Zhu
Reconstructing Building Height from Spaceborne TomoSAR Point Clouds Using a Dual-Topology Network.
IEEE Transactions on Geoscience and Remote Sensing 64.4702015. Jan. 2026. DOI GitHub
Reconstructing Building Height from Spaceborne TomoSAR Point Clouds Using a Dual-Topology Network.
IEEE Transactions on Geoscience and Remote Sensing 64.4702015. Jan. 2026. DOI GitHub
W. Li • W. Chen • S. Qian • B. Busam • D. Cremers • H. Li
DynSUP: Dynamic Gaussian Splatting From an Unposed Image Pair.
IEEE Transactions on Image Processing 35. Jun. 2026. DOI GitHub
DynSUP: Dynamic Gaussian Splatting From an Unposed Image Pair.
IEEE Transactions on Image Processing 35. Jun. 2026. DOI GitHub
Y. Lin • S. Illing • M. Althoff
SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis.
IEEE Transactions on Intelligent Transportation Systems Early Access. Aug. 2026. DOI GitHub
SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis.
IEEE Transactions on Intelligent Transportation Systems Early Access. Aug. 2026. DOI GitHub
B. Jian • J. Pan • Y. Li • F. Bongratz • R. Li • D. Rückert • B. Wiestler • C. Wachinger
Temporal Conditioning for Longitudinal Brain MRI Registration and Aging Analysis.
IEEE Transactions on Medical Imaging 45.6. Mar. 2026. DOI
Temporal Conditioning for Longitudinal Brain MRI Registration and Aging Analysis.
IEEE Transactions on Medical Imaging 45.6. Mar. 2026. DOI
N. Cenikj • Ö. Turgut • A. Müller • A. Steger • J. Kehrer • M. Brugger • D. Rückert • E. Martens • P. Müller
Multi-View Stenosis Classification Leveraging Transformer-Based Multiple-Instance Learning Using Real-World Clinical Data.
IEEE Transactions on Medical Imaging 45.8. Aug. 2026. DOI GitHub
Multi-View Stenosis Classification Leveraging Transformer-Based Multiple-Instance Learning Using Real-World Clinical Data.
IEEE Transactions on Medical Imaging 45.8. Aug. 2026. DOI GitHub
N. Bubeck • S. Shit • C. Chen • C. Zhao • P. Guo • D. Yang • G. Zitzlsberger • D. Xu • B. Kainz • D. Rückert • J. Pan
Latent Interpolation Learning Using Diffusion Models for Cardiac Volume Reconstruction.
IEEE Transactions on Medical Imaging Early Access. Oct. 2026. DOI GitHub
Latent Interpolation Learning Using Diffusion Models for Cardiac Volume Reconstruction.
IEEE Transactions on Medical Imaging Early Access. Oct. 2026. DOI GitHub
Y. Xia • L. Shi • Y. Di • J. F. Henriques • D. Cremers
Text2Loc++: Generalizing 3D Point Cloud Localization From Natural Language.
IEEE Transactions on Pattern Analysis and Machine Intelligence 48.11. Nov. 2026. DOI
Text2Loc++: Generalizing 3D Point Cloud Localization From Natural Language.
IEEE Transactions on Pattern Analysis and Machine Intelligence 48.11. Nov. 2026. DOI
M. Fuest • P. Ma • M. Gui • J. Schusterbauer • V. T. Hu • B. Ommer
Diffusion Models and Representation Learning: A Survey.
IEEE Transactions on Pattern Analysis and Machine Intelligence 48.7. Jan. 2026. DOI GitHub
Diffusion Models and Representation Learning: A Survey.
IEEE Transactions on Pattern Analysis and Machine Intelligence 48.7. Jan. 2026. DOI GitHub
Y. Ni • R. Liang • X. Hao • J. Cheng • Q. Wang • C. Huang • C. Zou • W. Zhou • W. Ding • B. W. Schuller
Affine Modulation-based Audiogram Fusion Network for Joint Noise Reduction and Hearing Loss Compensation.
Information Fusion 127. Part A.103726. Mar. 2026. DOI GitHub
Affine Modulation-based Audiogram Fusion Network for Joint Noise Reduction and Hearing Loss Compensation.
Information Fusion 127. Part A.103726. Mar. 2026. DOI GitHub
M. Li • E. Nie • H. Huang • X. Lv • G. Zhou
Dual-layer prompt ensembles: Leveraging system- and user-level instructions for robust LLM-based query expansion and rank fusion.
Information Fusion 131.104160. Jul. 2026. DOI
Dual-layer prompt ensembles: Leveraging system- and user-level instructions for robust LLM-based query expansion and rank fusion.
Information Fusion 131.104160. Jul. 2026. DOI
L. Benz • U. Pul • T. Brock • F. Schwendicke • E. Walter
Cost-Effectiveness of AI-Assisted Detection of Apical Periodontitis on Panoramic Radiographs.
International Endodontic Journal Early Access. Mar. 2026. DOI
Cost-Effectiveness of AI-Assisted Detection of Apical Periodontitis on Panoramic Radiographs.
International Endodontic Journal Early Access. Mar. 2026. DOI
J. He • X. Zhu
Reverse degradation for remote sensing pan-sharpening.
International Journal of Applied Earth Observation and Geoinformation 146.105085. Feb. 2026. DOI
Reverse degradation for remote sensing pan-sharpening.
International Journal of Applied Earth Observation and Geoinformation 146.105085. Feb. 2026. DOI
Y. Xia • R. Ding • Z. Qin • G. Zhan • K. Zhou • L. Yang • H. Dong • D. Cremers
TARGO and TARGO-Net: Benchmarking Target-Driven Object Grasping Under Occlusions.
International Journal of Computer Vision 134.170. Mar. 2026. DOI GitHub
TARGO and TARGO-Net: Benchmarking Target-Driven Object Grasping Under Occlusions.
International Journal of Computer Vision 134.170. Mar. 2026. DOI GitHub
Y. Huang • L. Thede • M. Mancini • W. Xu • Z. Akata
Structural Pruning of Large Vision Language Models: A Comprehensive Study on Pruning Dynamics, Recovery, and Data Efficiency.
International Journal of Computer Vision 134.313. Jun. 2026. DOI GitHub
Structural Pruning of Large Vision Language Models: A Comprehensive Study on Pruning Dynamics, Recovery, and Data Efficiency.
International Journal of Computer Vision 134.313. Jun. 2026. DOI GitHub
J. Xie • O. Dhaouadi • W. Chen • J. Meier • Z. Bauer • M. Pollefeys • D. Cremers
Combining Projected Uncertainty for Self-Supervised Visual Odometry: From Two-Frame to Multi-Frame.
International Journal of Computer Vision 134.330. Jul. 2026. DOI GitHub
Combining Projected Uncertainty for Self-Supervised Visual Odometry: From Two-Frame to Multi-Frame.
International Journal of Computer Vision 134.330. Jul. 2026. DOI GitHub
Y. Zuo • B. Chen • C. Maksimovic • J. Qi • J. Hu • B. W. Schuller
Looking Alike Does Not Mean Judging Alike: Dissociation Between Aesthetic Consistency and Gaze Consistency.
International Journal of Human–Computer Interaction Early Access. Apr. 2026. DOI
Looking Alike Does Not Mean Judging Alike: Dissociation Between Aesthetic Consistency and Gaze Consistency.
International Journal of Human–Computer Interaction Early Access. Apr. 2026. DOI
C. Naumzik • A. Maarouf • S. Feuerriegel • M. Weinmann
Beyond Means: A Dynamic Framework for Predicting Customer Satisfaction.
International Journal of Research in Marketing In press. Mar. 2026. DOI
Beyond Means: A Dynamic Framework for Predicting Customer Satisfaction.
International Journal of Research in Marketing In press. Mar. 2026. DOI
M. R. Wrobel • K. D. Bartl-Pokorny • T. Zorcec • D. E. Barkana • H. Kose • M. Milling • B. Robins • B. W. Schuller • A. Landowska
Guidelines for Emotion Recognition in Robot-Supported Interventions in Autism.
International Journal of Social Robotics 18.68. Jun. 2026. DOI
Guidelines for Emotion Recognition in Robot-Supported Interventions in Autism.
International Journal of Social Robotics 18.68. Jun. 2026. DOI
S. Zhao • I. Prapas • Z. Xiong • I. Karasante • I. Papoutsis • G. Camps-Valls • X. Zhu
Causal Graph Neural Networks for robust wildfire forecasting across geographic shifts.
ISPRS Journal of Photogrammetry and Remote Sensing 236. Jun. 2026. DOI
Causal Graph Neural Networks for robust wildfire forecasting across geographic shifts.
ISPRS Journal of Photogrammetry and Remote Sensing 236. Jun. 2026. DOI
C. Liu • W. Huang • X. Zhu
LandSegmenter: Towards a flexible foundation model for Land Use and Land Cover mapping.
ISPRS Journal of Photogrammetry and Remote Sensing 238. Aug. 2026. DOI GitHub
LandSegmenter: Towards a flexible foundation model for Land Use and Land Cover mapping.
ISPRS Journal of Photogrammetry and Remote Sensing 238. Aug. 2026. DOI GitHub
Y. Li • Z. Wei • H. Yu • J. Xue • H. Zhou • B. W. Schuller
DOTA-ME-CS: daily oriented text audio-Mandarin English-Code switching dataset.
Journal of Ambient Intelligence and Humanized Computing 17. Sep. 2026. DOI GitHub
DOTA-ME-CS: daily oriented text audio-Mandarin English-Code switching dataset.
Journal of Ambient Intelligence and Humanized Computing 17. Sep. 2026. DOI GitHub
P. Ricci • C. Bonaudo • I. Ezhov • A. Toaha • D. Nardini • M. Camelia • F. Lucidi • F. Nozzoli • T. Mach • I. Tachtsidis • D. Rückert • A. Della Puppa • L. Giannoni • F. S. Pavone
A Label-Free Hyperspectral Imaging Device for Ex Vivo Characterization and Grading of Meningioma Tissues.
Journal of Biophotonics 19.3. Mar. 2026. DOI
A Label-Free Hyperspectral Imaging Device for Ex Vivo Characterization and Grading of Meningioma Tissues.
Journal of Biophotonics 19.3. Mar. 2026. DOI
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Constrained consensus-based optimization and numerical heuristics for the few particle regime.
Journal of Global Optimization 95. Apr. 2026. DOI GitHub
Constrained consensus-based optimization and numerical heuristics for the few particle regime.
Journal of Global Optimization 95. Apr. 2026. DOI GitHub
K. Han • Z. You • J. Kim • J. Diesner
Multi-functional embedding models for funder name disambiguation in scientific publication records.
Journal of Information Science Early Access. Oct. 2026. DOI GitHub
Multi-functional embedding models for funder name disambiguation in scientific publication records.
Journal of Information Science Early Access. Oct. 2026. DOI GitHub
R. Niedermeier • N. Castelletti • A. Bender • Hoelscher • O. Ivanova
Interpretations of Menstrual Blood Appearance and Diagnostic Potential Among Social Media Users: Cross-Sectional Mixed Methods Social Media Listening Study.
Journal of Medical Internet Research 28. May. 2026. DOI
Interpretations of Menstrual Blood Appearance and Diagnostic Potential Among Social Media Users: Cross-Sectional Mixed Methods Social Media Listening Study.
Journal of Medical Internet Research 28. May. 2026. DOI
O. Ciobanu-Caraus • P. Heesen • S. Feuerriegel • N. Adeeb • M. Bendszus • M. A. Möhlenbruch • J.-K. Burkhardt • S. Kandregula • V. M. Srinivasan
Heterogeneity of treatment effects of preoperative embolization in patients with brain arteriovenous malformations.
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Heterogeneity of treatment effects of preoperative embolization in patients with brain arteriovenous malformations.
Journal of NeuroInterventional Surgery 18.A32-A33. Sep. 2026. DOI
P. Heesen • O. Ciobanu-Caraus • S. Feuerriegel • D. F. Vollherbst • S. Hohenstatt • N. Schmitt • R. Schwab • M. Bendszus • M. A. Möhlenbruch
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Journal of NeuroInterventional Surgery Early Access. Aug. 2026. DOI
Periprocedural (≤72 hours) safety of flow diverters versus alternative endovascular techniques for unruptured intracranial aneurysms.
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AutoPET Challenge on Fully Automated Lesion Segmentation in Oncologic PET/CT Imaging, Part 2: Domain Generalization.
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AutoPET Challenge on Fully Automated Lesion Segmentation in Oncologic PET/CT Imaging, Part 2: Domain Generalization.
Journal of Nuclear Medicine 67.3. Mar. 2026. DOI
M. Fornasier • J. Klemenc • A. Scagliotti
Trade-off Invariance Principle for Minimizers of Regularized Functionals.
Journal of Optimization Theory and Applications 208.2. Jan. 2026. DOI
Trade-off Invariance Principle for Minimizers of Regularized Functionals.
Journal of Optimization Theory and Applications 208.2. Jan. 2026. DOI
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Contrastive virtual staining enhances deep learning-based PDAC subtyping from H&E-stained tissue cores.
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Contrastive virtual staining enhances deep learning-based PDAC subtyping from H&E-stained tissue cores.
Journal of Pathology 268.1. Jan. 2026. DOI
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Confidence Sets for Causal Orderings.
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Confidence Sets for Causal Orderings.
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Mortality forecasting under climate risk: a stochastic approach with distributed lag nonlinear models.
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Mortality forecasting under climate risk: a stochastic approach with distributed lag nonlinear models.
Journal of the Royal Statistical Society. Series A (Statistics in Society) qnag082. Jul. 2026. DOI GitHub
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AI-based hematological malignancy prediction from peripheral blood smears in a large diagnostic laboratory cohort.
Leukemia 40.6. Jun. 2026. DOI
AI-based hematological malignancy prediction from peripheral blood smears in a large diagnostic laboratory cohort.
Leukemia 40.6. Jun. 2026. DOI
M. K. Belaid • M. Rabus • E. Hüllermeier
Uncertainty Quantification in Pairwise Difference Learning for Classification.
Machine Learning 115.12. Jan. 2026. DOI
Uncertainty Quantification in Pairwise Difference Learning for Classification.
Machine Learning 115.12. Jan. 2026. DOI
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Approximating Shapley Interactions with Marginal Contributions.
Machine Learning 115.129. May. 2026. DOI
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Machine Learning 115.129. May. 2026. DOI
P. Scholl • A. Bacho • H. Boche • G. Kutyniok
Symbolic Recovery of Differential Equations: The Identifiability Problem.
Machine Learning 115.139. May. 2026. Preprint. DOI
Symbolic Recovery of Differential Equations: The Identifiability Problem.
Machine Learning 115.139. May. 2026. Preprint. DOI
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MORE–PLR: Multi-Output Regression Employed for Partial Label Ranking.
Machine Learning 115.18. Jan. 2026. DOI
MORE–PLR: Multi-Output Regression Employed for Partial Label Ranking.
Machine Learning 115.18. Jan. 2026. DOI
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PoAC: Problem-Oriented AutoML in Clustering.
Machine Learning 115.254. Nov. 2026. DOI
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Machine Learning 115.254. Nov. 2026. DOI
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Aleatoric and Epistemic Uncertainty Measures for Ordinal Classification through Binary Reduction.
Machine Learning 115.3. Mar. 2026. DOI
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Machine Learning 115.3. Mar. 2026. DOI
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Smoothing the Edges: Smooth Optimization for Sparse Regularization Using Hadamard Overparametrization.
Machine Learning 115.87. Apr. 2026. DOI
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Machine Learning 115.87. Apr. 2026. DOI
M. Surner • A. Khelil • L. Bothmann
Invariance Pair Guidance: Robustness to Spurious Correlations via Corrective Gradients.
Machine Learning 155.188. Jul. 2026. DOI
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Machine Learning 155.188. Jul. 2026. DOI
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Translating MRI to PET through conditional diffusion models with enhanced pathology awareness.
Medical Image Analysis 111.104035. Jun. 2026. DOI GitHub
Translating MRI to PET through conditional diffusion models with enhanced pathology awareness.
Medical Image Analysis 111.104035. Jun. 2026. DOI GitHub
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PASS-Tr: PAtch-wise swin slice attention to leverage generalization of 2D large vision model to universal lesion detection.
Medical Image Analysis 111.104036. Jun. 2026. DOI
PASS-Tr: PAtch-wise swin slice attention to leverage generalization of 2D large vision model to universal lesion detection.
Medical Image Analysis 111.104036. Jun. 2026. DOI
J. Kiechle • S. M. Fischer • D. M. Lang • C. I. Bercea • M. J. Nyflot • L. Felsner • J. A. Schnabel • J. C. Peeken
TomoGraphView: 3D Medical Image Classification with Omnidirectional Slice Representations and Graph Neural Networks.
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Progressive Growing of Patch Size: Curriculum Learning for Accelerated and Improved Medical Image Segmentation.
Medical Image Analysis 113.104195. Sep. 2026. DOI
Progressive Growing of Patch Size: Curriculum Learning for Accelerated and Improved Medical Image Segmentation.
Medical Image Analysis 113.104195. Sep. 2026. DOI
H. Li • J. Liu • P. J. Schüffler • H. Han • S. K. Zhou
MoMBS: Mixed-Order Sampling Improves Training on Heterogeneous-Quality Data for Universal Lesion Detection.
Medical Image Analysis In press. Jun. 2026. DOI URL
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Medical Image Analysis In press. Jun. 2026. DOI URL
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Hetairos is a histology-based artificial intelligence model for predicting central nervous system tumor methylation subtypes.
Nature Cancer 7.6. Jun. 2026. DOI
Hetairos is a histology-based artificial intelligence model for predicting central nervous system tumor methylation subtypes.
Nature Cancer 7.6. Jun. 2026. DOI
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Assessing corporate sustainability with large language models: evidence from Europe.
Nature Communications 17.1. Jul. 2026. DOI
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Nature Communications 17.1. Jul. 2026. DOI
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Generative AI designs functional thiolation domains for reprogramming non-ribosomal peptide synthetases.
Nature Communications 17.10084. Sep. 2026. DOI
Generative AI designs functional thiolation domains for reprogramming non-ribosomal peptide synthetases.
Nature Communications 17.10084. Sep. 2026. DOI
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A reporting checklist for large language models in behavioural science.
Nature Human Behaviour 10. Jun. 2026. PDF URL
A reporting checklist for large language models in behavioural science.
Nature Human Behaviour 10. Jun. 2026. PDF URL
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Charged grain boundaries limit short-circuit endurance in garnet solid-state battery electrolytes.
Nature Nanotechnology 21. Jul. 2026. DOI
Charged grain boundaries limit short-circuit endurance in garnet solid-state battery electrolytes.
Nature Nanotechnology 21. Jul. 2026. DOI
M. A. Knolle • M. J. Menten • F. Jungmann • F. Meissen • B. Glocker • D. Rückert • G. Kaissis
Disparate privacy risks from medical AI.
Nature 656. Jun. 2026. DOI GitHub
Disparate privacy risks from medical AI.
Nature 656. Jun. 2026. DOI GitHub
B. Minixhofer • T. Murray • T. Limisiewicz • A. Korhonen, • L. Zettlemoyer • N. A. Smith • E. M. Ponti • L. Soldaini • V. Hofmann
Retrofitting language models to operate over bytes.
Nature 658. Oct. 2026. DOI
Retrofitting language models to operate over bytes.
Nature 658. Oct. 2026. DOI
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Longitudinal assessment of cortical thickness in healthy older individuals: a comparison between CAT12 and freesurfer.
Neuroradiology 68.2. Feb. 2026. DOI
Longitudinal assessment of cortical thickness in healthy older individuals: a comparison between CAT12 and freesurfer.
Neuroradiology 68.2. Feb. 2026. DOI
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Artificial intelligence-based segmentation of perisinusoidal tissue along the superior sagittal sinus in human brain magnetic resonance imaging.
Neuroradiology 86. Apr. 2026. DOI
Artificial intelligence-based segmentation of perisinusoidal tissue along the superior sagittal sinus in human brain magnetic resonance imaging.
Neuroradiology 86. Apr. 2026. DOI
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Predicting temperature-dependent optoelectronic properties of semiconductor defects with equivariant neural networks.
npj Computational Materials 12.176. May. 2026. DOI
Predicting temperature-dependent optoelectronic properties of semiconductor defects with equivariant neural networks.
npj Computational Materials 12.176. May. 2026. DOI
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Specialized foundation models for intelligent operating rooms.
npj Digital Medicine 9. Apr. 2026. DOI
Specialized foundation models for intelligent operating rooms.
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The effect of medical explanations from large language models on diagnostic accuracy in radiology.
npj Digital Medicine 9.333. Apr. 2026. DOI
The effect of medical explanations from large language models on diagnostic accuracy in radiology.
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Whole body CT attenuation and volume charts from routine clinical scans via LLM report filtering.
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Whole body CT attenuation and volume charts from routine clinical scans via LLM report filtering.
npj Digital Medicine 9.505. Jul. 2026. DOI
N. Leopold-Kerschbaumer • T. Halenke • S. Süzeroğlu • M. Jung • M. Seleznova • N. Thorisch • J. Lorenz • T. Bocklitz • B. M. Eskofier • G. Kutyniok • F. Krausz • K. Kepesidis
Conditional deep generative modeling of blood-based infrared spectra enables controlled in-silico phenotyping studies.
npj Digital Medicine Early Access. Sep. 2026. DOI
Conditional deep generative modeling of blood-based infrared spectra enables controlled in-silico phenotyping studies.
npj Digital Medicine Early Access. Sep. 2026. DOI
Q. Qi • P. T. da Silva • V. Vangalis • S. Dockx • J. Steensels • K. Voordeckers • J. Gagneur • K. J. Verstrepen
Intron location and sequence modulate gene expression in Yarrowia lipolytica.
Nucleic Acids Research 54.12. Jul. 2026. DOI
Intron location and sequence modulate gene expression in Yarrowia lipolytica.
Nucleic Acids Research 54.12. Jul. 2026. DOI
M. Müller • F. Finkeldei • H. Krasowski • M. Arcak • M. Althoff
Falsification-driven reinforcement learning for maritime motion planning.
Ocean Engineering 361.125579. Jul. 2026. DOI
Falsification-driven reinforcement learning for maritime motion planning.
Ocean Engineering 361.125579. Jul. 2026. DOI
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Improving out-of-domain generalization in Multiple Sclerosis detection and segmentation using Random Convolutions.
Pattern Recognition Letters 199. Jan. 2026. DOI
Improving out-of-domain generalization in Multiple Sclerosis detection and segmentation using Random Convolutions.
Pattern Recognition Letters 199. Jan. 2026. DOI
T. Freiesleben • S. Zezulka
The Benchmarking Epistemology: Validity Theory for Evaluating Machine Learning Models.
Philosophy of Science Early Access. Oct. 2026. DOI
The Benchmarking Epistemology: Validity Theory for Evaluating Machine Learning Models.
Philosophy of Science Early Access. Oct. 2026. DOI
G. Budak • C. Riedel • A. Kamra • P. Rinke • C. Back • M. Stosiek • F. Dirnberger
Role of photonic interference in exciton-mediated magneto-optic responses.
Physical Review B 114.094405. Aug. 2026. DOI
Role of photonic interference in exciton-mediated magneto-optic responses.
Physical Review B 114.094405. Aug. 2026. DOI
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Active Fourier spectroscopy: From fixed sampling protocols to adaptive measurement.
Physical Review Research Early Access. Oct. 2026. DOI
Active Fourier spectroscopy: From fixed sampling protocols to adaptive measurement.
Physical Review Research Early Access. Oct. 2026. DOI
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Spatial-X fusion for multi-source satellite imageries.
Remote Sensing of Environment 334.115214. Mar. 2026. DOI
Spatial-X fusion for multi-source satellite imageries.
Remote Sensing of Environment 334.115214. Mar. 2026. DOI
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Overcoming Barriers to Computational Reproducibility.
Royal Society Open Science 13.252489. Jun. 2026. DOI
Overcoming Barriers to Computational Reproducibility.
Royal Society Open Science 13.252489. Jun. 2026. DOI
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TheMeCat: Dataset of Thermocatalytic Conversion of CO2 to Methanol.
Scientific Data 13.165. Jan. 2026. DOI
TheMeCat: Dataset of Thermocatalytic Conversion of CO2 to Methanol.
Scientific Data 13.165. Jan. 2026. DOI
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GlobalBuildingMap — Unveiling the mystery of global buildings.
Scientific Data 13.71. Jan. 2026. DOI
GlobalBuildingMap — Unveiling the mystery of global buildings.
Scientific Data 13.71. Jan. 2026. DOI
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A large-scale, multitask, multisensory dataset for climate-aware crop monitoring in the US from 2018–2022.
Scientific Data 13.72. Jan. 2026. DOI
A large-scale, multitask, multisensory dataset for climate-aware crop monitoring in the US from 2018–2022.
Scientific Data 13.72. Jan. 2026. DOI
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A frequency analysis of filterbank initialisation and noise augmentation for LEAF.
Scientific Reports 16.1. Apr. 2026. DOI GitHub
A frequency analysis of filterbank initialisation and noise augmentation for LEAF.
Scientific Reports 16.1. Apr. 2026. DOI GitHub
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Explainable detection of machine generated music and early systematic evaluation.
Scientific Reports 16.13757. Apr. 2026. DOI GitHub
Explainable detection of machine generated music and early systematic evaluation.
Scientific Reports 16.13757. Apr. 2026. DOI GitHub
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Illusion of competence: vision–language models provide confident but inaccurate explanations in cytological diagnostics.
Scientific Reports 16.20526. Jul. 2026. DOI GitHub
Illusion of competence: vision–language models provide confident but inaccurate explanations in cytological diagnostics.
Scientific Reports 16.20526. Jul. 2026. DOI GitHub
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Scientific Reports 16.8256. Mar. 2026. DOI
Radar-based inspiratory-to-expiratory time ratio estimation: a validation study.
Scientific Reports 16.8256. Mar. 2026. DOI
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M6: multi-generator, multi-domain, multi-lingual and cultural, multi-genres, multi-instrument machine-generated music detection databases.
Scientific Reports In press. Feb. 2026. DOI
M6: multi-generator, multi-domain, multi-lingual and cultural, multi-genres, multi-instrument machine-generated music detection databases.
Scientific Reports In press. Feb. 2026. DOI
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Vox Populi, Vox AI? Using Language Models to Estimate German Public Opinion.
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Sources of Uncertainty in Supervised Machine Learning—a Statisticians’ View.
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Sources of Uncertainty in Supervised Machine Learning—a Statisticians’ View.
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On the distance between mean and geometric median in high dimensions.
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Enhancing the Understanding of Urban Green Space Cooling Effects in China's Major Cities with a Sub-Meter Dataset.
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Enhancing the Understanding of Urban Green Space Cooling Effects in China's Major Cities with a Sub-Meter Dataset.
Sustainable Cities and Society 136.107051. Jan. 2026. DOI
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Using routinely collected data for research purposes: challenges and mitigation strategies.
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M. Biswanath • C. Cai • H. Schieber • D. Roth • B. Busam
Supercharging Thermal Gaussian Splatting with Depth Estimation.
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The Journal of Chemical Physics 164.084115. Feb. 2026. DOI
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Outstanding Paper Award at EMNLP 2026 for Work on Accent Bias in Audio Language Models
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Best Thesis Award for Sohir Maskey
Former MCML Junior Member Sohir Maskey received the Best Thesis Award of the DFG Priority Programme 2298 for his PhD on graph neural networks.
