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NeurIPS 2026U California, Santa BarbaraTencent AI LabZoomUCFAmazonRL for LLMs

CM2: Reinforcement Learning with Checklist Rewards for Multi-Turn and Multi-Step Agentic Tool Use

CM2 replaces verifiable outcome rewards with checklist rewards for multi-turn tool-use RL, improving 8B models by 8, 12 points on agent benchmarks using simulated environments.

Zhen Zhang, Kaiqiang Song, Sean Wang, Yebowen Hu and 10 more

Atlanta Poster Session 1, Wed, Dec 9, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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lenient 5/5
medium 8/10
strict 0/5
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NeurIPS 2026WuhanTsinghuaSchool of Mathematics and StatisZoomzqshi@mail.tsinghua.edu.cnDiffusion models

Neural Continuous-Time Markov Chain: Discrete Diffusion via Decoupled Jump Timing and Direction

Neural CTMC separates CTMC reverse processes into exit rate and jump distribution heads, yielding a factorized ELBO and state-of-the-art discrete diffusion perplexity.

Jingyuan Li, Xiaoyi Jiang, Fukang Wen, WEI LIU and 4 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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AI panel: 13 of 20 reviewers recommend it
lenient 2/5
medium 8/10
strict 3/5