AI Agent

Application of a Fuzzy Programming Technique to Production Planning in the Textile Industry

I. Elamvazuthi, T. Ganesan, P. Vasant, J. F. Webb

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

Comments 6 pages IEEE format, International Journal of Computer Science and Information Security, IJCSIS December 2009, ISSN 1947 5500, http://sites.google.com/site/ijcsis/

Journal ref International Journal of Computer Science and Information Security, IJCSIS, Vol. 6, No. 3, pp. 238-243, December 2009, USA

Combining a Probabilistic Sampling Technique and Simple Heuristics to solve the Dynamic Path Planning Problem

Nicolas A. Barriga, Mauricio Araya-López, Mauricio Solar

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

Comments 8 pages, 7 figures. Presented at the XXVIII International Conference of the Chilean Computer Society 2009

A Multi-stage Probabilistic Algorithm for Dynamic Path-Planning

Nicolas A. Barriga, Mauricio Araya-López

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

Comments 7 pages, 5 figures. Presented in Ingelectra 2009 conference

Planning with Preferences using Logic Programming

Tran Cao Son, Enrico Pontelli

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

Comments 47 pages, to appear in TPLP

On Planning with Preferences in HTN

Shirin Sohrabi, Sheila A. McIlraith

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

Comments This paper appears in Twelfth International Workshop on Non-Monotonic Reasoning (NMR08). An earlier version of this paper appears in Fourth Multidisciplinary Workshop on Advances in Preference Handling (M-Pref08) at AAAI-08

Computational Scenario-based Capability Planning

Hussein Abbass, Axel Bender, Helen Dam, Stephen Baker, James M Whitacre, Ruhul Sarker

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

Comments GECCO-2008, Atlanta, GA, USA

Strategic Positioning in Tactical Scenario Planning

James M. Whitacre, Hussein A. Abbass, Ruhul Sarker, Axel Bender, Stephen Baker

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

Journal ref Genetic And Evolutionary Computation Conference 2008, Pages 1081-1088

Solving planning domains with polytree causal graphs is NP-complete

Omer Giménez

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

Enterprise Resource Planning Systems: the Integrated Approach

Sergey V. Zykov

专题命中 规划决策 ：planning(title,abstract)；分类 cs.SE

Comments 12 pages, 6 pictures

Journal ref Proceedings of the 3d International Workshop on Computer Science and Information Technologies, (CSIT'2001), Ufa:USATU, 2001, Vol.1, p.p.284-295

Reasoning and Planning with Sensing Actions, Incomplete Information, and Static Causal Laws using Answer Set Programming

Phan Huy Tu, Tran Cao Son, Chitta Baral

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

Comments 72 pages, 3 figures, a preliminary version of this paper appeared in the proceedings of the 7th International Conference on Logic Programming and Non-Monotonic Reasoning, 2004. To appear in Theory and Practice of Logic Programming

Building and Refining Abstract Planning Cases by Change of Representation Language

R. Bergmann, W. Wilke

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

Comments See http://www.jair.org/ for an online appendix and other files accompanying this article

Journal ref Journal of Artificial Intelligence Research, Vol 3, (1995), 53-118

FLECS: Planning with a Flexible Commitment Strategy

M. Veloso, P. Stone

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

Comments See http://www.jair.org/ for an online appendix and other files accompanying this article

Journal ref Journal of Artificial Intelligence Research, Vol 3, (1995), 25-52

Total-Order and Partial-Order Planning: A Comparative Analysis

S. Minton, J. Bresina, M. Drummond

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

Comments See http://www.jair.org/ for an online appendix and other files accompanying this article

Journal ref Journal of Artificial Intelligence Research, Vol 2, (1994), 227-262

A Logic Programming Approach to Knowledge-State Planning: Semantics and Complexity

Thomas Eiter, Wolfgang Faber, Nicola Leone, Gerald Pfeifer, Axel Polleres

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

Comments 48 pages, appeared as a Technical Report at KBS of the Vienna University of Technology, see http://www.kr.tuwien.ac.at/research/reports/

Journal ref Artificial Intelligence 144:157-211, 2003

Flaw Selection Strategies for Partial-Order Planning

M. E. Pollack, D. Joslin, M. Paolucci

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

Comments See http://www.jair.org/ for an online appendix and other files accompanying this article

Journal ref Journal of Artificial Intelligence Research, Vol 6, (1997), 223-262

Learning Micro-Planning Rules for Preventative Expressions

Keith Vander Linden, ; Barbara Di Eugenio

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

Comments 8 pages, 4 Postscript figures, uses colap.sty

Journal ref INLG96 -- Eight International Natural Language Generation Workshop

The Effect of Resource Limits and Task Complexity on Collaborative Planning in Dialogue

Marilyn A. Walker

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

Comments 64 pages, uses psfig, lingmacros, named

Journal ref Artificial Intelligence Journal 85(1-2), pp. 181-243, 1996

Planning Argumentative Texts

Xiaorong Huang

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

Comments Coling94, email: huang@cs.uni-sb.de

The Computational Complexity of Probabilistic Planning

M. L. Littman, J. Goldsmith, M. Mundhenk

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

Comments See http://www.jair.org/ for any accompanying files

Journal ref Journal of Artificial Intelligence Research, Vol 9, (1998), 1-36

Learning to Order Facts for Discourse Planning in Natural Language Generation

Aggeliki Dimitromanolaki, Ion Androutsopoulos

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

Comments 8 pages, 4 figures, 1 table

Journal ref Proceedings of EACL 2003 Workshop on Natural Language Generation

Domain-Dependent Knowledge in Answer Set Planning

Tran Cao Son, Chitta Baral, Nam Tran, Sheila McIlraith

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

Comments 70 pages, accepted for publication, TOCL Version with all proofs

Gradient-based Reinforcement Planning in Policy-Search Methods

Ivo Kwee, Marcus Hutter, Juergen Schmidhuber

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

Comments This is an extended version of the paper presented at the EWRL 2001 in Utrecht (The Netherlands)

Planning with Incomplete Information

Antonis Kakas, Rob Miller, Francesca Toni

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

Comments Proceedings of the 8th International Workshop on Non-Monotonic Reasoning, April 9-11, 2000, Breckenridge, Colorado

Multi-Scale Control of Large Agent Populations: From Density Dynamics to Individual Actuation

多尺度控制大规模群体：从密度动力学到个体驱动

Mario di Bernardo

专题命中 规划决策 ：agent(title,abstract)

AI总结 本文综述了作者与合作者在多尺度控制大规模群体方面的最新研究，探讨了从微观动态到宏观密度描述的系统性桥梁，以及直接控制与间接控制的统一方法。

Comments v2: adds Remark 1 introducing the agent-to-density (A/D) and density-to-agent (D/A) scale-converter terminology; Fig. 1 relabelled; conclusions revised

You Don't Need To Stay in The Loop: An Agentic Robotics Loop for Robot-Policy Improvement

你无需停留在循环中：用于机器人策略改进的智能体机器人循环

Hang Yu

专题命中 规划决策 ：agentic(title,comments)；agent(abstract)

AI总结 该研究将编码智能体的软件循环架构迁移至机器人策略改进领域，提出AgenticRobotics控制平面，解决机器人工具易失效问题，实现错误提升控制等性能提升。

Comments Agentic Robotics Preview Version

Human-Simulation Interaction: From Prediction to Exploration in LLM Agent Simulations for Policy

人机模拟交互：面向政策的大语言模型智能体模拟中从预测到探索

Huanxing Chen

专题命中 规划决策 ：agent(title,abstract)

AI总结 该研究针对政策领域大语言模型智能体模拟的人机交互问题，提出需将当前问答式交互转为支持探索的人机模拟交互，以解决模型准确率无法弥补的信任赤字。

Comments 4 pages. Position paper accepted to PoliSim@CHI 2026: LLM Agent Simulation for Policy, a workshop at CHI 2026 (CHI Conference on Human Factors in Computing Systems)

Inference-Time Agentic Decision Rules Beat Longer Evolving Search for Multi-Image Medical Reasoning

推理时代理决策规则在多图像医学推理任务中优于更长的进化搜索

Site Li, Jianyi Hao, Xiaofeng Liu

机构 * Yale University（耶鲁大学） 纠错

专题命中 规划决策 ：agentic(title,abstract)

AI总结 本研究对比5种推理时代理策略，发现多图像医学推理中，顺序投票决策规则比扩展进化搜索预算的影响更大，其最终测试准确率显著优于基线及复杂变体。

Comments Presented at the CVPR 2026 Workshop on Multi-Modal Reasoning for Agentic Intelligence

PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models

PhotoAgent: 带探索性视觉审美规划的代理照片编辑

Mingde Yao, Zhiyuan You, King-Man Tam, Menglu Wang, Tianfan Xue

机构 * MMLab, CUHK（CUHK媒体实验室） ； Shanghai AI Lab（上海AI实验室） ； USTC（中国科学技术大学） ； Institute of Science Tokyo（东京科学研究所） ； CPII under InnoHK（创新香港下的CPII） 纠错

专题命中 规划决策 ：planning(title,abstract)；agent(comments)

AI总结 PhotoAgent通过探索性视觉审美规划实现自主照片编辑，无需用户逐步提示，提升图像质量和指令遵循度。

Comments ICML 2026 Oral. A fully automated, intelligent photo-editing agent that autonomously plans multi-step aesthetic enhancements, smartly chooses diverse editing tools, and enables everyday users to achieve professional-looking results without crafting complex prompts. Project page: https://mdyao.github.io/PhotoAgent/

RePlan: Reasoning-guided Region Planning for Complex Instruction-based Image Editing

RePlan：基于推理的复杂基于指令的图像编辑区域规划

Tianyuan Qu, Lei Ke, Xiaohang Zhan, Longxiang Tang, Yuqi Liu, Bohao Peng, Bei Yu, Dong Yu, Jiaya Jia

机构 * Tencent AI Lab（腾讯人工智能实验室） ； CUHK（香港中文大学） ； HKUST（香港科技大学） 纠错

专题命中 规划决策 ：planning(title,abstract)

AI总结 研究针对复杂指令图像编辑中现有模型在IV-复杂性下的不足，提出RePlan框架，结合视觉语言规划器与扩散编辑器，经强化学习提升性能，还推出IV-Edit基准，该框架在相关设置中优于强大基线，提高了区域精度和整体一致性。

Comments [ECCV2026] Precise multi-region control and planning for instruction-based image editing. Our project page: https://replan-iv-edit.github.io

Planning for Rhythmized Urban Parks: Temporal Park Classification and Modes of Action

为节奏化城市公园规划：时间公园分类与行动模式

Xiyuan Ren, ChengHe Guan, Shengze Chen, Meizi You, Ying Li, Kangning Huang

专题命中 规划决策 ：planning(title,abstract)

AI总结 本文研究城市公园的节奏化规划，通过分析东京254个公园的访问模式，揭示季节性和日常活动对公园使用的影响，提出四种提升时空公平性的实践方法。

Journal ref Journal of the American Planning Association, 92-1(2026), 105-124