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2026 顶会论文

作者位次 #9/9NeurIPS 2026Poster· General Machine Learning / Representation Learning

FuncFormer: Circuit Representation Learning via the Flow of Functional Propagation

Yunjie Ji · Jie Wang · Zhihai Wang · Min Li · Junhua Huang · Zhihao Shi · Feng Wu · Mingxuan Yuan · Jianye Hao

作者位次 #10/10NeurIPS 2026Poster· Applications / Robotics

ForceFlow: Learning to Feel and Act via Contact-Driven Flow Matching

Shuoheng Zhang · Yifu Yuan · Hongyao Tang · YAN ZHENG · Qiaojun Yu · Pengyi Li · Guowei Huang · Helong Huang · Xingyue Quan · Jianye Hao

OpenReview

作者位次 #12/12NeurIPS 2026Poster

Does Your Large Language Model Have An Intuitive Sense of The Difficulty of A Question?

Ruitao Wang · Jinyi Liu · Hongyao Tang · Rong Cheng · Yi Ma · Shaojin Ma · Yiwen Zhu · Hebin Liang · Gangyi Zhao · Pengyi Li · YAN ZHENG · Jianye Hao

OpenReview

作者位次 #10/11NeurIPS 2026Poster

The Mirage of Optimizing Training Policies: Monotonic Inference Policies as the Real Objective for LLM Reinforcement Learning

Jing Liang · Hongyao Tang · Yi Ma · Yancheng He · Weixun Wang · Xiaoyang Li · Wenbo Su · Jinyi Liu · YAN ZHENG · Jianye Hao · Bo Zheng

强化学习与后训练效率与系统OpenReview

作者位次 #9/9NeurIPS 2026Poster

Beyond Correctness: Robustness-Driven Evolutionary Self-Training for Large Language Models

Wei Guo · Hongyao Tang · Yi Ma · Jinyi Liu · Pengyi Li · Jing Liang · Yifu Yuan · YAN ZHENG · Jianye Hao

OpenReview

作者位次 #23/23NeurIPS 2026Poster

Embodied-R1.5: Evolving Physical Intelligence via Embodied Foundation Models

Yifu Yuan · Yaoting Huang · Xianze Yao · Shuoheng Zhang · Linqi Han · Yutong Li · Pengyi Li · Jiangeng Sun · Wenting Jia · Yucheng Hu · YuHao Liu · Ruihao Liao · Qiyu Wu · Yuxiao Li · zhao zhang · Zibin Dong · Fei Ni · YAN ZHENG · Shuyang Gu · Yi Ma · Hongyao Tang · Han Hu · Jianye Hao

OpenReview

作者位次 #8/9NeurIPS 2026Poster

PACE: Progress Actively-internalized Conditioning Execution for Long-horizon Manipulation

Fei Ni · Zhuo Chen · Xianze Yao · Zerui Chen · Changrui Chen · Yifu Yuan · Shan Luo · Jianye Hao · Jiankang Deng

OpenReview

作者位次 #10/10NeurIPS 2026Poster· Applications / Language, Speech and Dialog

SteadyThought: Mitigating LLM Under-Thinking via Thought-Level Preference Optimization

Zhenyue Peng · Lin Yang · Jie Wang · Xiaoqi Ni · Hanzhu Chen · Xize Liang · Yanjun Wu · RujingWang · Kaiwen Zhou · Jianye Hao

对齐与偏好多模态OpenReview

作者位次 #5/7NeurIPS 2026Poster· Reinforcement Learning / Deep RL

Efficient Gradient-Aware Asynchronous Reinforcement Learning for LLM Post-Training

Songhan Yang · Jie Wang · Yinqi Bai · Xialiang Tong · Jianye Hao · Mingxuan Yuan · Feng Wu

强化学习与后训练效率与系统OpenReview

Jianye Hao

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2026 顶会论文

FuncFormer: Circuit Representation Learning via the Flow of Functional Propagation

ForceFlow: Learning to Feel and Act via Contact-Driven Flow Matching

Does Your Large Language Model Have An Intuitive Sense of The Difficulty of A Question?

The Mirage of Optimizing Training Policies: Monotonic Inference Policies as the Real Objective for LLM Reinforcement Learning

Beyond Correctness: Robustness-Driven Evolutionary Self-Training for Large Language Models

Embodied-R1.5: Evolving Physical Intelligence via Embodied Foundation Models

PACE: Progress Actively-internalized Conditioning Execution for Long-horizon Manipulation

SteadyThought: Mitigating LLM Under-Thinking via Thought-Level Preference Optimization

Efficient Gradient-Aware Asynchronous Reinforcement Learning for LLM Post-Training

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