AI Agent

Generative Sequential Notification Optimization via Multi-Objective Decision Transformers

Borja Ocejo, Ruofan Wang, Ke Liu, Rohit K. Patra, Haotian Shen, David Liu, Yiwen Yuan, Gokulraj Mohanasundaram, Fedor Borisyuk, Prakruthi Prabhakar

机构 * LinkedIn Mountain View USA（LinkedIn Mountain View） 纠错

专题命中 规划决策 ：agent(abstract)；分类 cs.AI、cs.LG

DeepSeek performs better than other Large Language Models in Dental Cases

Hexian Zhang, Xinyu Yan, Yanqi Yang, Lijian Jin, Ping Yang, Junwen Wang

专题命中 规划决策 ：agent(abstract)；分类 cs.AI、cs.CL

Comments Abstract word count: 171; Total word count: 3130; Total number of tables: 2; Total number of figures: 3; Number of references: 32

An LLM-enabled semantic-centric framework to consume privacy policies

Rui Zhao, Vladyslav Melnychuk, Jun Zhao, Jesse Wright, Nigel Shadbolt

机构 * University of Oxford（牛津大学） 纠错

专题命中 规划决策 ：agentic(abstract)；分类 cs.AI、cs.CL

Throttling Web Agents Using Reasoning Gates

Abhinav Kumar, Jaechul Roh, Ali Naseh, Amir Houmansadr, Eugene Bagdasarian

机构 * University of Massachusetts Amherst（马萨诸塞大学阿默斯特分校） 纠错

专题命中 规划决策 ：agent(abstract)；分类 cs.AI、cs.LG

NeuralSVCD for Efficient Swept Volume Collision Detection

Dongwon Son, Hojin Jung, Beomjoon Kim

机构 * Korea Advanced Institute of Science and Technology (KAIST)（韩国科学技术院） 纠错

专题命中 规划决策 ：planning(abstract)；分类 cs.AI、cs.LG

Comments CoRL 2025

Open Data Synthesis For Deep Research

Ziyi Xia, Kun Luo, Hongjin Qian, Zheng Liu

机构 * BAAI（北京人工智能研究院） 纠错

专题命中 规划决策 ：agent(abstract)；分类 cs.AI、cs.CL

LLM-Driven Policy Diffusion: Enhancing Generalization in Offline Reinforcement Learning

Hanping Zhang, Yuhong Guo

专题命中 规划决策 ：agent(abstract)；分类 cs.AI、cs.LG

UQGNN: Uncertainty Quantification of Graph Neural Networks for Multivariate Spatiotemporal Prediction

Dahai Yu, Dingyi Zhuang, Lin Jiang, Rongchao Xu, Xinyue Ye, Yuheng Bu, Shenhao Wang, Guang Wang

机构 * Florida State University（佛罗里达州立大学） ； Massachusetts Institute of Technology（麻省理工学院） ； University of Alabama, Tuscaloosa（阿拉巴马大学塔斯卡洛osa分校） ； University of Florida（佛罗里达大学） 纠错

专题命中 规划决策 ：planning(abstract)；分类 cs.AI、cs.LG

Comments 10 pages, 7 figures, SIGSPATIAL 2025

Semantic Integrity Constraints: Declarative Guardrails for AI-Augmented Data Processing Systems

Alexander W. Lee, Justin Chan, Michael Fu, Nicolas Kim, Akshay Mehta, Deepti Raghavan, Ugur Cetintemel

机构 * Brown University（布朗大学） 纠错

专题命中 规划决策 ：planning(abstract)；分类 cs.AI、cs.CL

Journal ref PVLDB, 18(11): 4073 - 4080, 2025

Skill-Enhanced Reinforcement Learning Acceleration from Heterogeneous Demonstrations

Hanping Zhang, Yuhong Guo

机构 * School of Computer Science, Carleton University, Ottawa, Canada（计算机科学学院，卡尔顿大学，加拿大） ； Canada CIFAR AI Chair, Amii, Canada（加拿大 CIFAR 人工智能主席，Amii，加拿大） 纠错

专题命中 规划决策 ：agent(abstract)；分类 cs.AI、cs.LG

Comments ECAI 2025; 8 pages

Towards Efficient Risk-Sensitive Policy Gradient: An Iteration Complexity Analysis

Rui Liu, Anish Gupta, Erfaun Noorani, Pratap Tokekar

专题命中 规划决策 ：autonomous agent(abstract)；分类 cs.AI、cs.LG

Hypothesis Network Planned Exploration for Rapid Meta-Reinforcement Learning Adaptation

Maxwell Joseph Jacobson, Rohan Menon, John Zeng, Yexiang Xue

专题命中 规划决策 ：planning(abstract)；分类 cs.AI、cs.LG

Probabilistically stable revision and comparative probability: a representation theorem and applications

Krzysztof Mierzewski

机构 * Carnegie Mellon University（卡内基梅隆大学） 纠错

专题命中 规划决策 ：agent(abstract)；分类 cs.AI

Towards Agents That Know When They Don't Know: Uncertainty as a Control Signal for Structured Reasoning

Josefa Lia Stoisser, Marc Boubnovski Martell, Lawrence Phillips, Gianluca Mazzoni, Lea Mørch Harder, Philip Torr, Jesper Ferkinghoff-Borg, Kaspar Martens, Julien Fauqueur

机构 * Novo Nordisk（诺和制药） ； University of Oxford（牛津大学） 纠错

专题命中 规划决策 ：agent(abstract)；分类 cs.AI

Semi-on-Demand Transit Feeders with Shared Autonomous Vehicles and Reinforcement-Learning-Based Zonal Dispatching Control

Max T. M. Ng, Roman Engelhardt, Florian Dandl, Hani S. Mahmassani, Klaus Bogenberger

机构 * Northwestern University Transportation Center（西北大学交通中心） ； Chair of Traffic Engineering and Control, Technical University of Munich（慕尼黑技术大学交通工程与控制教授职位） 纠错

专题命中 规划决策 ：agent(abstract)；分类 cs.LG

Comments 6 pages, 9 figures, published in 2024 IEEE 27th International Conference on Intelligent Transportation Systems (ITSC), Edmonton, Canada, 24-27 September 2024

Journal ref 2024 IEEE 27th International Conference on Intelligent Transportation Systems (ITSC)

LLM-empowered Agents Simulation Framework for Scenario Generation in Service Ecosystem Governance

Deyu Zhou, Yuqi Hou, Xiao Xue, Xudong Lu, Qingzhong Li, Lizhen Cui

机构 * School of Software, Shandong University（软件学院，山东大学） ； Joint SDU-NTU Centre for Artificial Intelligence Research (C-FAIR), Shandong University（SDU-NTU人工智能研究中心（C-FAIR），山东大学） ； College of Intelligence and Computing, Tianjin University（智能与计算学院，天津大学） ； Tianjin Key Laboratory of Healthy Habitat and Smart Technology（天津健康人居环境与智能技术重点实验室） ； Laboratory of Computation and Analytics of Complex Management Systems, Tianjin University（复杂管理系统计算与分析实验室，天津大学） ； ShanDa Dareway Software Co. Ltd（山东达瑞软件有限公司） 纠错

专题命中 规划决策 ：agent(abstract)；分类 cs.AI

Multi-Modal Machine Learning Framework for Predicting Early Recurrence of Brain Tumors Using MRI and Clinical Biomarkers

Cheng Cheng, Zeping Chen, Rui Xie, Peiyao Zheng, Xavier Wang

机构 * Department of Encephalopathy, Chengdu Pidu District Hospital of Traditional Chinese Medicine（脑病科，成都_pidu区中医医院） ； Department of Tuina, Chengdu Pidu District Hospital of Traditional Chinese Medicine（推拿科，成都_pidu区中医医院） ； Wuhan Hospital of Integrated Traditional Chinese and Western Medicine, Affiliated to Hubei University of Chinese Medicine（中西医结合医院，湖北中医药大学附属医院） ； Department of Electrical and Computer Engineering, Carnegie Mellon University（电气与计算机工程系，卡内基梅隆大学） 纠错

专题命中 规划决策 ：planning(abstract)；分类 cs.LG

MedResearcher-R1: Expert-Level Medical Deep Researcher via A Knowledge-Informed Trajectory Synthesis Framework

Ailing Yu, Lan Yao, Jingnan Liu, Zhe Chen, Jiajun Yin, Yuan Wang, Xinhao Liao, Zhiling Ye, Ji Li, Yun Yue, Hansong Xiao, Hualei Zhou, Chunxiao Guo, Peng Wei, Junwei Liu, Jinjie Gu

机构 * Ant Group（蚂蚁集团） ； Harbin Institute of Technology（哈尔滨工业大学） 纠错

专题命中 规划决策 ：agent(abstract)；分类 cs.CL

Comments 13 pages, 5 figures

LATTE-MV: Learning to Anticipate Table Tennis Hits from Monocular Videos

Daniel Etaat, Dvij Kalaria, Nima Rahmanian, Shankar Sastry

机构 * University of California, Berkeley（加州大学伯克利分校） 纠错

专题命中 规划决策 ：agent(abstract)；分类 cs.AI

Comments CVPR 2025

Hardware implementation of timely reliable Bayesian decision-making using memristors

Lekai Song, Pengyu Liu, Yang Liu, Jingfang Pei, Wenyu Cui, Songwei Liu, Yingyi Wen, Teng Ma, Kong-Pang Pun, Leonard W. T. Ng, Guohua Hu

专题命中 规划决策 ：planning(abstract)；分类 cs.LG

TRACE-CS: A Hybrid Logic-LLM System for Explainable Course Scheduling

Stylianos Loukas Vasileiou, William Yeoh

机构 * New Mexico State University（新墨西哥州立大学） ； Washington University in St. Louis（圣路易斯华盛顿大学） 纠错

专题命中 规划决策 ：AI agent(abstract)；分类 cs.AI

Graph Convolutional Network With Pattern-Spatial Interactive and Regional Awareness for Traffic Forecasting

Xinyu Ji, Chengcheng Yan, Jibiao Yuan, Fiefie Zhao

机构 * College of Mechanical and Electrical Engineering, Shihezi University（石河子大学机械与电子工程学院） ； School of Mathematics and Computational Science, Xiangtan University（湘潭大学数学与计算机科学学院） ； College of Sciences, Shihezi University（石河子大学科学学院） 纠错

专题命中 规划决策 ：planning(abstract)；分类 cs.LG

VLM-AD: End-to-End Autonomous Driving through Vision-Language Model Supervision

Yi Xu, Yuxin Hu, Zaiwei Zhang, Gregory P. Meyer, Siva Karthik Mustikovela, Siddhartha Srinivasa, Eric M. Wolff, Xin Huang

机构 * Cruise LLC (GM)（Cruise LLC（GM）） ； Northeastern University（东北大学） ； OpenAI（开放人工智能研究所） ； Meta ； University of Washington（华盛顿大学） ； Waymo LLC 纠错

专题命中 规划决策 ：planning(abstract)；分类 cs.LG

Comments Accepted by CoRL 2025

Improving sub-seasonal wind-speed forecasts in Europe with a non-linear model

Ganglin Tian, Camille Le Coz, Anastase Alexandre Charantonis, Alexis Tantet, Naveen Goutham, Riwal Plougonven

机构 * a LMD/IPSL, École Polytechnique, Institut Polytechnique de Paris, ENS,Université PSL, Sorbonne Université, CNRS, Palaiseau, 91120, France b INRIA, Paris, France c EDF R\&D, Palaiseau, France 纠错

专题命中 规划决策 ：planning(abstract)；分类 cs.LG

Journal ref Monthly Weather Review, vol. 153, no. 9, 2025, pp. 1761-1779

Energy-Efficient Split Learning for Resource-Constrained Environments: A Smart Farming Solution

Keiwan Soltani, Vishesh Kumar Tanwar, Ashish Gupta, Sajal K. Das

专题命中 规划决策 ：planning(abstract)

Comments Accepted at the 22nd IEEE International Conference on Mobile Ad-Hoc and Smart Systems (MASS), 2025

Harnessing Information in Incentive Design

Raj Kiriti Velicheti, Subhonmesh Bose, Tamer Başar

专题命中 规划决策 ：agent(abstract)

Comments Initial Version

Multiomics Tissue Segmentation via Spatially-Informed Nested Biclustering Methods

Francesco Denti, Cecilia Balocchi, Vanna Denti, Giulia Capitoli

专题命中 规划决策 ：workflow(abstract)

Articulated Object Estimation in the Wild

Abdelrhman Werby, Martin Büchner, Adrian Röfer, Chenguang Huang, Wolfram Burgard, Abhinav Valada

机构 * University of Freiburg（弗赖堡大学） ； University of Stuttgart（斯图加特大学） ； University of Technology Nuremberg（纽伦堡技术大学） 纠错

专题命中 规划决策 ：planning(abstract)

Comments 9th Conference on Robot Learning (CoRL), 2025

NetRoller: Interfacing General and Specialized Models for End-to-End Autonomous Driving

Ren Xin, Hongji Liu, Xiaodong Mei, Wenru Liu, Maosheng Ye, Zhili Chen, Jun Ma

机构 * The Hong Kong University of Science and Technology（香港科学与技术大学） 纠错

专题命中 规划决策 ：planning(abstract)

Comments This work has been submitted to the IEEE for possible publication

Efficient Manipulation-Enhanced Semantic Mapping With Uncertainty-Informed Action Selection

Nils Dengler, Jesper Mücke, Rohit Menon, Maren Bennewitz

机构 * University of Bonn（波恩大学） ； Lamarr Institute for Machine Learning and Artificial Intelligence（拉马尔机器学习与人工智能研究所） 纠错

专题命中 规划决策 ：planning(abstract)