2 papers
cs.AI2026
Self-Designed Evaluators and Warm Memory for Long-Horizon Agents
Saeid Asgari, Emre Kiciman, Leonardo de Oliveira Nunes +1
A tool-using language-model agent deployed over a long stream of tasks receives no reward, so it cannot tell whether it succeeded, cannot safely retry, and cannot label the experie…
cs.CL2026
SibylSense: Adaptive Rubric Learning via Memory Tuning and Adversarial Probing
Yifei Xu, Guilherme Potje, Shivam Shandilya +9
Designing aligned and robust rewards for open-ended generation remains a key barrier to RL post-training. Rubrics provide structured, interpretable supervision, but scaling rubric…