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NeurIPS 2026U North Carolina at Chapel HillThe Chinese University of Hong KThe Chinese University of Hong KU Illinois at Urbana-ChampaignInstitute of automation, ChineseRL for LLMs

Auto-Rubric as Reward: From Implicit Preference to Explicit Generative Criteria

Juanxi Tian, Fengyuan Liu, Jiaming Han, Yilei Jiang and 5 more

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

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NeurIPS 2026U North Carolina at Chapel HillDepartment of Computer Science, LG AI ResearchFieldAINTU SingaporeVideo generation

PhyMotion: Structured 3D Motion Reward for Physics-Grounded Human Video Generation

PhyMotion evaluates human video motion via physics-simulated 3D trajectory rewards across kinematics, contact, and dynamics, improving RL post-training realism by +68 Elo.

Yidong Huang, Zun Wang, Han Lin, Dong-Ki Kim and 5 more

Atlanta Poster Session 5, Fri, Dec 11, 10:00 AM–1:00 PM, Hall C1 · Published 2026 · ▲ 6 on Hugging Face · Code ★ 49

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AI panel: 15 of 20 reviewers recommend it
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strict 3/5
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NeurIPS 2026Department of Computer Science, U North Carolina at Chapel HillNTU SingaporeUNC-Chapel HillUNC Chapel HillMultimodal reasoning

When and How Much to Imagine: Adaptive Test-Time Scaling with World Models for Visual Spatial Reasoning

AVIC adaptively scales test-time visual imagination via world models for spatial reasoning, matching fixed strategies with fewer calls while exceeding GPT-4o.

Shoubin Yu, Yue Zhang, Zun Wang, Jaehong Yoon and 3 more

Atlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · Published 2026 · ▲ 9 on Hugging Face · Code ★ 20

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16/20 AI panelreviewers recommend it

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AI panel: 16 of 20 reviewers recommend it
lenient 5/5
medium 10/10
strict 1/5