2 papers
cs.SE2026
CLOSER-Bench: Evaluating Budgeted Cross-Stage Design Closure for Hardware Agents
Peilong Zhou, Zhirong Chen, Cangyuan Li +4
Hardware engineering exposes coding agents to a form of long-horizon work that is difficult to capture with pass-at-k: progress is continuous, tool feedback is delayed and heteroge…
cs.LG2026
Learning from Your Own Mistakes: Constructing Learnable Micro-Reflective Trajectories for Self-Distillation
Zhilin Huang, Hang Gao, Ziqiang Dong +6
Self-distillation improves reasoning in large language models by using the model's own rollouts as training signal, typically through implicit logit-level alignment that minimizes…