AI Agent

Mapping Smarter, Not Harder: A Test-Time Reinforcement Learning Agent That Improves Without Labels or Model Updates

Wen-Kwang Tsao, Yao-Ching Yu, Chien-Ming Huang

机构 * AI Lab, TrendMicro（趋势科技人工智能实验室） 纠错

专题命中 工具调用 ：agent(title,abstract)；分类 cs.AI

LLM Agents Beyond Utility: An Open-Ended Perspective

Asen Nachkov, Xi Wang, Luc Van Gool

机构 * ETH Zurich（苏黎世联邦理工学院） 纠错

专题命中 工具调用 ：agent(abstract)；function calling(abstract)；分类 cs.AI

JSPLIT: A Taxonomy-based Solution for Prompt Bloating in Model Context Protocol

Emanuele Antonioni, Stefan Markovic, Anirudha Shankar, Jaime Bernardo, Lovro Markovic, Silvia Pareti, Benedetto Proietti

专题命中 工具调用 ：agent(abstract)；agentic(abstract)；分类 cs.AI

Generating Fair Consensus Statements with Social Choice on Token-Level MDPs

Carter Blair, Kate Larson

专题命中 工具调用 ：agent(abstract)；分类 cs.AI、cs.CL

The Pursuit of Diversity: Multi-Objective Testing of Deep Reinforcement Learning Agents

Antony Bartlett, Cynthia Liem, Annibale Panichella

机构 * Delft University of Technology（代尔夫特理工大学） 纠错

专题命中 工具调用 ：agent(abstract)；分类 cs.LG

Comments Pre-print - Accepted at Symposium on Search Based Software Engineering (SSBSE) 2025 co-located with ASE'25