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cs.LG2026
From Reasoning Strings to Partial Orders: Verifier-Certified Rule Transport through Quotient Policy Optimization
Bang Xie, Hao Liu, Zhiyuan Peng +5
Many computations admit several valid execution orders because independent subgoals or disjoint state updates can commute. Reinforcement learning with verifiable rewards usually tr…
cs.LG2026
EvoClawBench: Can Agents Learn Reusable Skills from Their Own Runs?
Zhiyuan Peng, Xin Yin, Chenhao Ying +5
Existing agent benchmarks primarily test task completion, tool use, or skill utility, but do not isolate whether a runtime can convert evidence from its own runs into reusable skil…