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Hossein Jafarinia

2 accepted papers

2026

ON THE ROLE OF IMPLICIT REGULARIZATION OF STOCHASTIC GRADIENT DESCENT IN GROUP ROBUSTNESS

ICLR 2026poster

Training with stochastic gradient descent (SGD) at moderately large learning rates has been observed to improve robustness against spurious correlations, strong correlation between non-predictive features and target labels. Yet, the mechanism underlying this effect remains unclear. In this work, we…

Cited by 0SourcecodeScholar
2025

‌Navigating the MIL Trade-Off: Flexible Pooling for Whole Slide Image Classification

NeurIPS 2025poster

Multiple Instance Learning (MIL) is a standard weakly supervised approach for Whole Slide Image (WSI) classification, where performance hinges on both feature representation and MIL pooling strategies. Recent research has predominantly focused on Transformer-based architectures adapted for WSIs. How…

Cited by 0SourcecodeScholar