2 papers
cs.LG2026
The Trap of Trajectory: Towards Understanding and Mitigating Spurious Correlations in Agentic Memory
Luoxi Tang, Rupali Rajendra Vaje, Yuqiao Meng +5
Agentic memory enables LLMs to persist information beyond a single context window and reuse it in later decisions, but it also introduces a new vulnerability: spurious correlations…
cs.AI2026
EquiMem: Calibrating Shared Memory in Multi-Agent Debate via Game-Theoretic Equilibrium
Yuqiao Meng, Sakshi Sunil Narvekar, Luoxi Tang +4
Multi-agent debate (MAD) systems increasingly rely on shared memory to support long-horizon reasoning, but this convenience opens a critical vulnerability: a single corrupted entry…