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Yi Yan Ng

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#reinforcement learning Open access Aug 2026

AgentCreditBench: A Conformance-Test Suite for Turn-Level Credit Estimators

AgentCreditBench is a CPU-first conformance-test suite for turn-level credit assignment in agentic reinforcement learning. It compares GRPO, RLOO, GAE, GiGPO, Monte Carlo, and custom estimator outputs with exact policy advantages on tiny finite-horizon Markov decision processes, and separately evaluates the induced policy-gradient signal.

Yi Yan Ng · 0 citations
#reinforcement learning Open access Aug 2026

AgentCreditBench: A Conformance-Test Suite for Turn-Level Credit Estimators

AgentCreditBench is a CPU-first conformance-test suite for turn-level credit assignment in agentic reinforcement learning. It compares GRPO, RLOO, GAE, GiGPO, Monte Carlo, and custom estimator outputs with exact policy advantages on tiny finite-horizon Markov decision processes, and separately evaluates the induced policy-gradient signal.

Yi Yan Ng · 0 citations