From the 1 of 4 linked papers with an AI index.
4 papers
ReBound: Reuse-Aware Privacy For Interactive Decision Support
Nada Lahjouji, Shufan Zhang, Xi He +1
ReBound is a framework that reuses cached results from earlier differentially private queries to answer new interactive decision‑support queries with reduced or zero additional pri…
What to Keep, What to Forget: A Rate--Distortion View of Memory Compaction in LLMs and Agents
Ashwin Gerard Colaco, Nada Lahjouji
Large language models, and the agents built on them, spend an ever-growing share of their compute and memory on remembering: caching attention keys and values, carrying long prompt…
Agents That Know Too Much: A Data-Centric Survey of Privacy in LLM Agents
Nada Lahjouji, Ashwin Gerard Colaco
Large language model agents increasingly query databases, search document collections, call external APIs, remember past interactions, and act on a user's behalf. As they move from…
ProBE: Proportioning Privacy Budget for Complex Exploratory Decision Support
Nada Lahjouji, Sameera Ghayyur, Xi He +1
This paper studies privacy in the context of complex decision support queries composed of multiple conditions on different aggregate statistics combined using disjunction and conju…