AI Agent

A Trajectory Generator for High-Density Traffic and Diverse Agent-Interaction Scenarios

Ruining Yang, Yi Xu, Yixiao Chen, Yun Fu, Lili Su

机构 * Department of Electrical and Computer Engineering, Northeastern University（电气与计算机工程系，东北大学） 纠错

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

A Benchmark Study of Deep Reinforcement Learning Algorithms for the Container Stowage Planning Problem

Yunqi Huang, Nishith Chennakeshava, Alexis Carras, Vladislav Neverov, Wei Liu, Aske Plaat, Yingjie Fan

机构 * Leiden University（莱顿大学） ； Leiden Institute of Advanced Computer Science（莱顿高级计算机科学研究所） 纠错

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

FinAgentBench: A Benchmark Dataset for Agentic Retrieval in Financial Question Answering

Chanyeol Choi, Jihoon Kwon, Alejandro Lopez-Lira, Chaewoon Kim, Minjae Kim, Juneha Hwang, Jaeseon Ha, Hojun Choi, Suyeol Yun, Yongjin Kim, Yongjae Lee

机构 * University of Florida（佛罗里达大学） 纠错

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

Comments 6 pages

An Implementation Relaxation Approach to Principal-Agent Problems

Hang Jiang

专题命中 Agent评测 ：agent(title,abstract)

Amelia: A Large Dataset and Benchmark for Airport Surface Movement Forecasting

Ingrid Navarro, Pablo Ortega-Kral, Jay Patrikar, Haichuan Wang, Alonso Cano, Zelin Ye, Jong Hoon Park, Sebastian Scherer, Jean Oh

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

Comments 40 pages, 19 figures, 9 tables

$\texttt{BluePrint}$: A Social Media User Dataset for LLM Persona Evaluation and Training

Aurélien Bück-Kaeffer, Je Qin Chooi, Dan Zhao, Maximilian Puelma Touzel, Kellin Pelrine, Jean-François Godbout, Reihaneh Rabbany, Zachary Yang

机构 * McGill University（麦吉尔大学） ； Mila - Quebec Artificial Intelligence Institute（魁北克人工智能研究所） ； Harvard College（哈佛学院） ； NYU（纽约大学） ； Université de Montréal（蒙特利尔大学） 纠错

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

Comments 8 pages, 4 figures, 11 tables

Hallucination-Resistant, Domain-Specific Research Assistant with Self-Evaluation and Vector-Grounded Retrieval

Vivek Bhavsar, Joseph Ereifej, Aravanan Gurusami

机构 * CTO Office, Coherent Corporation（Coherent Corporation 技术总监办公室） 纠错

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

Comments 21 pages, 5 figures

Best-of-Majority: Minimax-Optimal Strategy for Pass@$k$ Inference Scaling

Qiwei Di, Kaixuan Ji, Xuheng Li, Heyang Zhao, Quanquan Gu

机构 * Department of Computer Science, University of California, Los Angeles, CA 90095, USA（计算机科学系，加州大学洛杉矶分校） 纠错

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

Comments 29 pages, 3 figures

Towards Provable Emergence of In-Context Reinforcement Learning

Jiuqi Wang, Rohan Chandra, Shangtong Zhang

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

Comments NeurIPS 2025, 29 pages