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2026 顶会论文

作者位次 #7/9ICML 2026Poster· Deep Learning / Large Language Models

Position: Digital Agents Require Unified Agent-Native Environments

Yiran Wu · Jiale Liu · Jieyu Zhang · Yaolun Zhang · Shilong Liu · Chi Wang · Mengdi Wang · Huazheng Wang · Qingyun Wu

智能体与工具OpenReview

作者位次 #16/19ICML 2026Poster· Deep Learning / Large Language Models

LatentChem: From Textual CoT to Latent Thinking in Chemical Reasoning

Xinwu Ye · Yicheng Mao · Yuxuan Liao · Jia Zhang · Yimeng (Yoyo) Liu · Hao Li · Fang Wu · Zhiwei Li · Zehong Wang · Zhiyuan Liu · Zhenfei Yin · Li Yuan · Phil Torr · Huan Sun · xiangxiang Zeng · Mengdi Wang · Le Cong · Shenghua Gao · Robert Tang

推理OpenReview

作者位次 #6/9ICML 2026Poster· Deep Learning / Large Language Models

Position: Agent Should Invoke External Tools ONLY When Epistemically Necessary

Hongru WANG · Cheng Qian · Manling Li · Jiahao Qiu · Boyang XUE · Mengdi Wang · Heng Ji · Amos Storkey · Kam-Fai Wong

智能体与工具OpenReview

作者位次 #10/14ICML 2026Poster· Deep Learning / Large Language Models

EvoClaw: Evaluating AI Agents on Continuous Software Evolution

Gangda Deng · Zhaoling Chen · Zhongming Yu · Haoyang Fan · Yuhong Liu · Yuxin Yang · Dhruv Parikh · Rajgopal Kannan · Le Cong · Mengdi Wang · Qian Zhang · Viktor Prasanna · Robert Tang · Xingyao Wang

智能体与工具评测与基准代码OpenReview

作者位次 #4/6ICML 2026Poster· Deep Learning / Generative Models and Autoencoders

Generalization Bounds for Discrete Diffusion: Statistical Advantage of Masking

Zixuan Zhang · Hengyu Fu · Zhuoran Yang · Mengdi Wang · Tuo Zhao · Minshuo Chen

理论与学习动力学OpenReview

作者位次 #8/8ICML 2026Poster· Deep Learning / Large Language Models

AutoTool: Dynamic Tool Selection and Integration for Agentic Reasoning

Jiaru Zou · Ling Yang · Yunzhe Qi · Sirui Chen · Mengting Ai · Ke Shen · Jingrui He · Mengdi Wang

推理智能体与工具OpenReview

作者位次 #25/25ICML 2026Poster· Applications / Social Sciences

On Path to Multimodal Historical Reasoning: HistBench and HistAgent

Jiahao Qiu · Fulian Xiao · Yimin Wang · Yuchen Mao · Yijia Chen · Xinzhe Juan · Siran Wang · Xuan Qi · Tongcheng Zhang · Zixin Yao · Jiacheng Guo · Yifu Lu · Charles Argon · Jundi Cui · Daixin Chen · Junran Zhou · Shuyao Zhou · Zhanpeng Zhou · Ling Yang · Shilong Liu · Hongru WANG · Kaixuan Huang · xun jiang · Xi Gao · Mengdi Wang

推理多模态社会与人本OpenReview

作者位次 #4/5ICML 2026Poster· Deep Learning / Large Language Models

RLAnything: Forge Environment, Policy, and Reward Model in Completely Dynamic RL System

Yinjie Wang · Tianbao Xie · Ke Shen · Mengdi Wang · Ling Yang

对齐与偏好强化学习与后训练OpenReview

作者位次 #12/13ICML 2026Spotlight· Deep Learning / Large Language Models

Latent Collaboration in Multi-Agent Systems

Jiaru Zou · Xiyuan Yang · Ruizhong Qiu · Gaotang Li · Katherine Tieu · Pan Lu · Ke Shen · Hanghang Tong · Yejin Choi · Jingrui He · James Zou · Mengdi Wang · Ling Yang

智能体与工具OpenReview

Mengdi Wang

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2026 顶会论文

Position: Digital Agents Require Unified Agent-Native Environments

LatentChem: From Textual CoT to Latent Thinking in Chemical Reasoning

Position: Agent Should Invoke External Tools ONLY When Epistemically Necessary

EvoClaw: Evaluating AI Agents on Continuous Software Evolution

Generalization Bounds for Discrete Diffusion: Statistical Advantage of Masking

AutoTool: Dynamic Tool Selection and Integration for Agentic Reasoning

On Path to Multimodal Historical Reasoning: HistBench and HistAgent

RLAnything: Forge Environment, Policy, and Reward Model in Completely Dynamic RL System

Latent Collaboration in Multi-Agent Systems

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