3 papers
cs.AI2026
Trace-Level Analysis of Information Contamination in Multi-Agent Systems
Anna Mazhar, Huzaifa Suri, Sainyam Galhotra
Reasoning over heterogeneous artifacts (PDFs, spreadsheets, slide decks, etc.) increasingly occurs within structured agent workflows that iteratively extract, transform, and refere…
cs.SE2026
Towards Reliable Testing of Machine Unlearning
Anna Mazhar, Sainyam Galhotra
Machine learning components are now central to AI-infused software systems, from recommendations and code assistants to clinical decision support. As regulations and governance fra…
cs.SE2025
Causal Fuzzing for Verifying Machine Unlearning
Anna Mazhar, Sainyam Galhotra
As machine learning models become increasingly embedded in decision-making systems, the ability to "unlearn" targeted data or features is crucial for enhancing model adaptability,…