#out-of-distribution robustness

topicout-of-distribution robustness

3 papers · 1 filter

cs.AI2026

MemHarness: Memory Is Reconstructed, Not Replayed

Rong Wu, Daocheng Fu, Licheng Wen +10

The paper introduces MemHarness, a framework that lets large language model agents reconstruct and adapt retrieved past experiences to the current context instead of replaying them…

cs.LG2026

Lottery Tickets Are Not Deployment Tickets

Bum Jun Kim

The paper investigates whether sparsified models (lottery tickets) can replace dense models in real deployment without altering downstream decision logic, finding that even with ma…

cs.RO2026

DC-WAM: Dynamic-Centric Visual Supervision and Reasoning for World-Action Models

Haoyuan Ji, Lingxiang Fan, Shang Su +4

The paper introduces DC-WAM, a framework that shifts visual supervision in robot world-action models toward dynamic, interaction-relevant features using flow matching and attention…