AI Agent

HiMATE: A Hierarchical Multi-Agent Framework for Machine Translation Evaluation

Shijie Zhang, Renhao Li, Songsheng Wang, Philipp Koehn, Min Yang, Derek F. Wong

机构 * University of Macau（澳门大学） ； Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences（中国科学院深圳先进技术研究所） ； Johns Hopkins University（约翰霍普金斯大学） 纠错

专题命中 Agent评测 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.CL

Small Language Models are the Future of Agentic AI

Peter Belcak, Greg Heinrich, Shizhe Diao, Yonggan Fu, Xin Dong, Saurav Muralidharan, Yingyan Celine Lin, Pavlo Molchanov

机构 * NVIDIA Research（NVIDIA研究） 纠错

专题命中 Agent评测 ：agentic(title,abstract)；agent(abstract)；AI agent(abstract)；分类 cs.AI

Towards General Agentic Intelligence via Environment Scaling

Runnan Fang, Shihao Cai, Baixuan Li, Jialong Wu, Guangyu Li, Wenbiao Yin, Xinyu Wang, Xiaobin Wang, Liangcai Su, Zhen Zhang, Shibin Wu, Zhengwei Tao, Yong Jiang, Pengjun Xie, Fei Huang, Jingren Zhou

机构 * Tongyi Lab（通义实验室） ； Alibaba Group（阿里巴巴集团） 纠错

专题命中 Agent评测 ：agentic(title,abstract)；agent(abstract,comments)；分类 cs.CL

Comments https://tongyi-agent.github.io/blog/introducing-tongyi-deep-research/

Responsible AI in NLP: GUS-Net Span-Level Bias Detection Dataset and Benchmark for Generalizations, Unfairness, and Stereotypes

Maximus Powers, Shaina Raza, Alex Chang, Rehana Riaz, Umang Mavani, Harshitha Reddy Jonala, Ansh Tiwari, Hua Wei

专题命中 Agent评测 ：agent(abstract)；multi-agent(abstract)；分类 cs.AI、cs.CL

FinSearchComp: Towards a Realistic, Expert-Level Evaluation of Financial Search and Reasoning

Liang Hu, Jianpeng Jiao, Jiashuo Liu, Yanle Ren, Zhoufutu Wen, Kaiyuan Zhang, Xuanliang Zhang, Xiang Gao, Tianci He, Fei Hu, Yali Liao, Zaiyuan Wang, Chenghao Yang, Qianyu Yang, Mingren Yin, Zhiyuan Zeng, Ge Zhang, Xinyi Zhang, Xiying Zhao, Zhenwei Zhu, Hongseok Namkoong, Wenhao Huang, Yuwen Tang

机构 * Columbia Business School（哥伦比亚商学院） 纠错

专题命中 Agent评测 ：agent(abstract)；分类 cs.AI、cs.LG

Comments 29 pages

EIFBENCH: Extremely Complex Instruction Following Benchmark for Large Language Models

Tao Zou, Xinghua Zhang, Haiyang Yu, Minzheng Wang, Fei Huang, Yongbin Li

机构 * Tongyi Lab, Alibaba Group（通义实验室，阿里巴巴集团） 纠错

专题命中 Agent评测 ：workflow(abstract)；分类 cs.CL

Comments Accepted by EMNLP 2025

Learning Environment-Aware Affordance for 3D Articulated Object Manipulation under Occlusions

Ruihai Wu, Kai Cheng, Yan Shen, Chuanruo Ning, Guanqi Zhan, Hao Dong

机构 * CFCS, School of CS, PKU（计算机学院，北京大学） ； School of EECS, PKU（电子工程系，北京大学） ； University of Oxford（牛津大学） ； National Key Laboratory for Multimedia Information Processing, School of CS, PKU（多媒体信息处理国家重点实验室，计算机学院，北京大学） 纠错

专题命中 Agent评测 ：agent(abstract)；分类 cs.AI

Comments In 37th Conference on Neural Information Processing Systems (NeurIPS 2023). Website at https://chengkaiacademycity.github.io/EnvAwareAfford/

TransDiffuser: Diverse Trajectory Generation with Decorrelated Multi-modal Representation for End-to-end Autonomous Driving

Xuefeng Jiang, Yuan Ma, Pengxiang Li, Leimeng Xu, Xin Wen, Kun Zhan, Zhongpu Xia, Peng Jia, Xianpeng Lang, Sheng Sun

机构 * LiAuto Inc（LiAuto公司） ； Institute of Computing Technology, Chinese Academy of Sciences（中国科学院计算技术研究所） ； School of Vehicle and Mobility, Tsinghua University（清华大学车辆与移动研究所） 纠错

专题命中 Agent评测 ：planning(abstract)；分类 cs.LG

Comments Under review

Spotting the Unfriendly Robot -- Towards better Metrics for Interactions

Raphael Wenzel, Malte Probst

机构 * Honda Research Institute Europe GmbH（本田欧洲研究院） 纠错

专题命中 Agent评测 ：agent(abstract)；planning(comments)

Comments Presented at 2025 IEEE Conference on Robotics and Automation (ICRA) Workshop: Advances in Social Navigation: Planning, HRI and Beyond

A Novel Skill Modeling Approach: Integrating Vergnaud's Scheme with Cognitive Architectures

Antoine Lénat, Olivier Cheminat, Damien Chablat, Camilo Charron

专题命中 Agent评测 ：agent(abstract)

Journal ref 27th International Conference on Human-Computer interaction, Jun 2025, Gothenburg, Sweden. pp.41-60

Integrating Trajectory Optimization and Reinforcement Learning for Quadrupedal Jumping with Terrain-Adaptive Landing

Renjie Wang, Shangke Lyu, Xin Lang, Wei Xiao, Donglin Wang

机构 * Machine Intelligence Lab (MiLAB), School of Engineering, Westlake University（人工智能实验室（MiLAB），工程学院，西湖大学） 纠错

专题命中 Agent评测 ：agent(abstract)

Comments Accepted by IROS 2025

PromptSleuth: Detecting Prompt Injection via Semantic Intent Invariance

Mengxiao Wang, Yuxuan Zhang, Guofei Gu

专题命中 Agent评测 ：autonomous agent(abstract)

Robust forward investment and consumption under drift and volatility uncertainties: A randomization approach

Wing Fung Chong, Gechun Liang

专题命中 Agent评测 ：agent(abstract)

Comments 37 pages

Optimal Liquidation with Signals: the General Propagator Case

Eduardo Abi Jaber, Eyal Neuman

专题命中 Agent评测 ：agent(abstract)

Comments 54 pages, 5 figures