2 papers
cs.CL2026
Causal Episodic Memory for Feedback-Driven Agent Repair
Khang Nhat Hoang Vo, Tam Minh Chu, Anh Trac Duc Dinh +2
LLM agents that repair failures often discard successful corrections, forcing later episodes to rediscover similar solutions. We study whether finalized repair outcomes can improve…
cs.LG2026
Transformers Learn Robust In-Context Regression under Distributional Uncertainty
Hoang T. H. Cao, Hai D. V. Trinh, Tho Quan +1
Recent work has shown that Transformers can perform in-context learning for linear regression under restrictive assumptions, including i.i.d. data, Gaussian noise, and Gaussian reg…