most citedAn Investigation into the Performance of Non-Contrastive Self-Supervised Learning Methods for Network Intrusion Detection

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cs.LG2025

ALIGN-FL: Architecture-independent Learning through Invariant Generative component sharing in Federated Learning

Mayank Gulati, Benedikt Groß, Gerhard Wunder

We present ALIGN-FL, a novel approach to distributed learning that addresses the challenge of learning from highly disjoint data distributions through selective sharing of generati…

cs.LG2025

Rethinking Explanation Evaluation under the Retraining Scheme

Yi Cai, Thibaud Ardoin, Mayank Gulati +1

Feature attribution has gained prominence as a tool for explaining model decisions, yet evaluating explanation quality remains challenging due to the absence of ground-truth explan…