2 papers
cs.AI2026
Learning Situation-Conditioned Thinking Policies for Long-Term LLM Agents
Hong Su
Long-running autonomous agents must reuse accumulated reasoning experience without allowing explicit historical memory and LLM context to grow indefinitely. However, existing memor…
stat.ML2026
Nonparametric Distribution Regression Re-calibration
Ádám Jung, Domokos M. Kelen, András A. Benczúr
A key challenge in probabilistic regression is ensuring that predictive distributions accurately reflect true empirical uncertainty. Minimizing overall prediction error often encou…