MCML Researchers in Highly-Ranked Journals

20 Papers in 2026 Highlight Scientific Impact

We are happy to announce that MCML researchers are represented in 2026 with 20 papers in highly-ranked journals. Congrats to our researchers!

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

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

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. Feb. 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 Early Access. 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 Early Access. 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

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

J. He • X. Zhu
Reverse degradation for remote sensing pan-sharpening.
International Journal of Applied Earth Observation and Geoinformation 146.105085. Feb. 2026. DOI

M. Fornasier • J. Klemenc • A. Scagliotti
Trade-off Invariance Principle for Minimizers of Regularized Functionals.
Journal of Optimization Theory and Applications 208.78. Jan. 2026. DOI

M. Fischer • A. Muckenhuber • R. Peretzke • L. Farah • C. Ulrich • S. Ziegler • P. Schader • L. Feineis • H. Gao • S. Xiao • M. Götz • M. Nolden • K. Steiger • J. T. Sieveke • L. Endrös • R. Braren • J. Kleesiek • P. J. Schüffler • P. Neher • K. Maier-Hein
Contrastive virtual staining enhances deep learning-based PDAC subtyping from H&E-stained tissue cores.
Journal of Pathology 268.1. Jan. 2026. DOI

M. K. Belaid • M. Rabus • E. Hüllermeier
Uncertainty Quantification in Pairwise Difference Learning for Classification.
Machine Learning 115.12. Jan. 2026. DOI

S. M. A. R. Thies • J. C. Alfaro • V. Bengs
MORE–PLR: Multi-Output Regression Employed for Partial Label Ranking.
Machine Learning 115.18. Jan. 2026. DOI

A. Varma • D. Scholz • A. C. Erdur • J. C. Peeken • D. Rückert • B. Wiestler
Improving out-of-domain generalization in Multiple Sclerosis detection and segmentation using Random Convolutions.
Pattern Recognition Letters 199. Jan. 2026. DOI

J. He • L. Lin • Z. Zheng • Q. Yuan • J. Li • L. Zhang • X. Zhu
Spatial-X fusion for multi-source satellite imageries.
Remote Sensing of Environment 334.115214. Mar. 2026. DOI

Á. I. Toldy • P. Pisal • O. Krejčí • P. Rinke • A. Santasalo-Aarnio
TheMeCat: Dataset of Thermocatalytic Conversion of CO2 to Methanol.
Scientific Data 13.165. Jan. 2026. DOI

X. Zhu • Q. Li • Y. Shi • Y. Wang • A. J. Stewart • J. Prexl • F. Zhang
GlobalBuildingMap — Unveiling the mystery of global buildings.
Scientific Data 13.71. Jan. 2026. DOI

A. Höhl • S. Ofori-Ampofo • M.-Á. Fernández-Torres • R. S. Kuzu • X.
A large-scale, multitask, multisensory dataset for climate-aware crop monitoring in the US from 2018–2022.
Scientific Data 13.72. Jan. 2026. DOI

Y. Li • H. Li • L. Specia • B. W. Schuller
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

R. Schwank • M. Drton
On the distance between mean and geometric median in high dimensions.
Statistics and Probability Letters Early Access.110679. Feb. 2026. DOI

X. Zhu • Y. Zeng • J. Guo
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

#research #top-tier-work #bischl #boulesteix #drton #fornasier #huellermeier #kauermann #rinke #rueckert #ruegamer #schueffler #schuetze #schuller #wiestler #zhu

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Cosmology: Measuring the Expansion of the Universe With Cosmic Fireworks

Daniel Gruen leads LMU’s campaign on rare SN Winny to refine the Hubble constant and address the Hubble tension in cosmology.

19.02.2026

COSMOS – Teaching Vision-Language Models to Look Beyond the Obvious

Presented at CVPR 2025, COSMOS shows how smarter training helps VLMs learn from details and context, improving AI understanding without larger models.

05.02.2026

Daniel Rückert and Fabian Theis Awarded Google.org AI for Science Grant

Daniel Rueckert and Fabian Theis receive Google.org AI funding to develop multiscale AI models for biomedical disease simulation.

05.02.2026

Needle in a Haystack: Finding Exact Moments in Long Videos

ECCV 2024 research introduces RGNet, an AI model that finds exact moments in long videos using unified retrieval and grounding.

04.02.2026

Benjamin Busam Leads Design of Bavarian Earth Observation Satellite Network “CuBy”

Benjamin Busam leads the scientific design of the “CuBy” satellite network, delivering AI-ready Earth observation data for Bavaria.

MCML Researchers in Highly-Ranked Journals

20 Papers in 2026 Highlight Scientific Impact

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