Showing cs.LGShow all
2 papers · 1 filter
cs.LG2026
Scalable Attribution and Control of Model Behavior During Training
Sleem Abdelghafar
Attributing and controlling model behavior during training requires identifying each example's contribution quickly enough to act before the next update. However, examples in the s…
cs.LG2025
Auditing Information Disclosure During Large-Scale Gradient-Based Training via Gradient Uniqueness
Sleem Abdelghafar, Maryam Aliakbarpour, Chris Jermaine +1
Auditing information disclosure across every datapoint during the training of LLMs is challenging. We propose a principled, attack-agnostic approach that uses mutual information to…