EquiMem: Calibrating Shared Memory in Multi-Agent Debate via Game-Theoretic Equilibrium. - Yuqiao Meng; Sakshi Sunil Narvekar; Luoxi Tang; Rupali Rajendra Vaje; Yingxue Zhang; Muchao Ye; Zhaohan Xi (CoRR, 2026)

The Trap of Trajectory: Towards Understanding and Mitigating Spurious Correlations in Agentic Memory. - Luoxi Tang; Rupali Rajendra Vaje; Yuqiao Meng; Sakshi Sunil Narkar; Weicheng Ma; Zeyu Ding 001; Dazheng Zhang; Zhaohan Xi (CoRR, 2026)