AI Agent

Perception Learning: A Formal Separation of Sensory Representation Learning from Decision Learning

Suman Sanyal

机构 * Big Data Analytics, Goa Institute of Management, Goa, India（大数据分析，果阿管理学院，果阿，印度） 纠错

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

The Formalism-Implementation Gap in Reinforcement Learning Research

Pablo Samuel Castro

机构 * Google DeepMind（谷歌DeepMind） ； Université de Montréal（蒙特利尔大学） ； Mila - Québec AI Institute（魁北克AI研究院） 纠错

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

AgentFrontier: Expanding the Capability Frontier of LLM Agents with ZPD-Guided Data Synthesis

Xuanzhong Chen, Zile Qiao, Guoxin Chen, Liangcai Su, Zhen Zhang, Xinyu Wang, Pengjun Xie, Fei Huang, Jingren Zhou, Yong Jiang

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 ：agent(abstract,comments)；分类 cs.CL

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

Fill in the Blanks: Accelerating Q-Learning with a Handful of Demonstrations in Sparse Reward Settings

Seyed Mahdi Basiri Azad, Joschka Boedecker

机构 * Faculty of Engineering University of Freiburg（工程学院弗赖堡大学） 纠错

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

Towards actionable hypotension prediction -- predicting catecholamine therapy initiation in the intensive care unit

Richard Koebe, Noah Saibel, Juan Miguel Lopez Alcaraz, Simon Schäfer, Nils Strodthoff

机构 * University Clinic of Anesthesiology, Intensive Care Medicine, Emergency Medicine, and Pain Therapy（麻醉学、重症医学、急诊医学和疼痛治疗大学诊所） ； AI4Health Division（AI4Health部门） ； Carl von Ossietzky Universität（卡尔·冯·奥西特茨基大学） 纠错

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

Comments 27 pages, 8 figures, source code under https://github.com/AI4HealthUOL/actionable-hypotension

The Dialogue That Heals: A Comprehensive Evaluation of Doctor Agents' Inquiry Capability

Linlu Gong, Ante Wang, Yunghwei Lai, Weizhi Ma, Yang Liu

机构 * Department of Computer Science and Technology, Tsinghua University, China（清华大学计算机科学与技术系） ； Institute for AI Industry Research (AIR), Tsinghua University, China（清华大学人工智能产业研究院） 纠错

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

The Omniscient, yet Lazy, Investor

Stanisław M. S. Halkiewicz

专题命中 Agent评测 ：agent(abstract)

Pair Approximation Meets Reality: Diffusion of Innovation in Organizational Networks within the biased-independence q-Voter Model

Angelika Abramiuk-Szurlej, Katarzyna Sznajd-Weron

专题命中 Agent评测 ：agent(abstract)

Comments 13 pages, 5 figures

Is Sora a World Simulator? A Comprehensive Survey on General World Models and Beyond

Zheng Zhu, Xiaofeng Wang, Wangbo Zhao, Chen Min, Bohan Li, Nianchen Deng, Min Dou, Yuqi Wang, Botian Shi, Kai Wang, Chi Zhang, Yang You, Zhaoxiang Zhang, Dawei Zhao, Liang Xiao, Jian Zhao, Jiwen Lu, Guan Huang

专题命中 Agent评测 ：autonomous agent(abstract)

Comments This survey will be regularly updated at: https://github.com/GigaAI-research/General-World-Models-Survey

Exploring Emergent Topological Properties in Socio-Economic Networks through Learning Heterogeneity

Chanuka Karavita, Zehua Lyu, Dharshana Kasthurirathna, Mahendra Piraveenan

专题命中 Agent评测 ：agent(abstract)