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#p-ghoshdastidar

HWG+26

ALPHA: Active Learning With PAC-Bayesian Theory for Android Malware Detection

Preprint (May. 2026)

#p-ghoshdastidar #p-kinder

MGS+26

Exact Certification of Neural Networks and Partition Aggregation Ensembles Against Label Poisoning

Trustworthy AI @ICLR 2026

#p-ghoshdastidar #p-guennemann

CG25

Non-Singularity of the Gradient Descent Map for Neural Networks With Piecewise Analytic Activations

NeurIPS 2025

#p-ghoshdastidar

EFG+25

Theoretical Foundations of Representation Learning Using Unlabeled Data: Statistics and Optimization

Preprint (Sep. 2025)

#p-ghoshdastidar

GSG+25

Provable Robustness of (Graph) Neural Networks Against Data Poisoning and Backdoor Attacks

Transactions on Machine Learning Research. Jun. 2025

#p-ghoshdastidar #p-guennemann
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