AI Agent

HySemRAG: A Hybrid Semantic Retrieval-Augmented Generation Framework for Automated Literature Synthesis and Methodological Gap Analysis

Alejandro Godinez

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

Comments 47 pages, 10 figures. Code: https://github.com/agodinezmm2007/docling_mod. Demo: https://youtu.be/ZCy5ESJ1gVE?si=K8CttwgTj7yGrWjn. ETL+multi-agent RAG framework for literature synthesis, 35.1% improvement over PDF chunking. Real application: reduced 17,400 papers to 24 relevant ones (99.86%) in 10 minutes for wastewater epidemiology review

Position: Lifetime tuning is incompatible with continual reinforcement learning

Golnaz Mesbahi, Parham Mohammad Panahi, Olya Mastikhina, Steven Tang, Martha White, Adam White

机构 * Department of Computing Science, University of Alberta, Edmonton, Canada（阿尔伯塔大学计算机科学系） ； Alberta Machine Intelligence Institute (Amii)（阿尔伯塔机器智能研究所） ； Canada CIFAR AI Chair（加拿大 CIFAR 人工智能主席） 纠错

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

Comments ICML 2025, position track: https://icml.cc/virtual/2025/poster/40153

Automated Visualization Makeovers with LLMs

Siddharth Gangwar, David A. Selby, Sebastian J. Vollmer

机构 * University of Kaiserslautern–Landau (RPTU)（凯撒斯劳滕-兰道大学（RPTU）） ； Department of Data Science and its Applications, German Research Center for Artificial Intelligence (DFKI)（数据科学及其应用系，德国人工智能研究中心（DFKI）） 纠错

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

Empathetic Conversational Agents: Utilizing Neural and Physiological Signals for Enhanced Empathetic Interactions

Nastaran Saffaryazdi, Tamil Selvan Gunasekaran, Kate Laveys, Elizabeth Broadbent, Mark Billinghurst

机构 * Empathic Computing Lab, Auckland Bioengineering Institute, University of Auckland（同理心计算实验室，奥克兰生物工程研究所，奥克兰大学） ； Department of Psychological Medicine, Faculty of Health Psychology, University of Auckland（心理医学系，健康心理学学院，奥克兰大学） 纠错

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

ArchXBench: A Complex Digital Systems Benchmark Suite for LLM Driven RTL Synthesis

Suresh Purini, Siddhant Garg, Mudit Gaur, Sankalp Bhat, Sohan Mupparapu, Arun Ravindran

专题命中 Agent评测 ：agentic(abstract)

Comments Published in 7th ACM/IEEE International Symposium on Machine Learning for CAD