Sumiran Thakur

Privacy Risks of Agentic Inferential Capabilities in Data Linkage Attacks

We present a systematic study and a benchmark of inference-driven linkage risk in LLM-based agents, where identities are reconstructed by aggregating fragmented, individually non-identifying signals. Historically, data linkage attacks required substantial domain expertise and bespoke feature enginee…