大模型推理能力

Tree-of-Traversals: A Zero-Shot Reasoning Algorithm for Augmenting Black-box Language Models with Knowledge Graphs

Elan Markowitz, Anil Ramakrishna, Jwala Dhamala, Ninareh Mehrabi, Charith Peris, Rahul Gupta, Kai-Wei Chang, Aram Galstyan

专题命中 规划推理 ：reasoning(title,abstract)；分类 cs.AI

Comments Accepted for publication at the ACL 2024 Conference

Smart Language Agents in Real-World Planning

Annabelle Miin, Timothy Wei

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

Comments 5 pages, 1 figure

On the Roles of LLMs in Planning: Embedding LLMs into Planning Graphs

Hankz Hankui Zhuo, Xin Chen, Rong Pan

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

HAPFI: History-Aware Planning based on Fused Information

Sujin Jeon, Suyeon Shin, Byoung-Tak Zhang

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

Comments 7 pages, 3 figures, published to ICRA 2024

Shaded Route Planning Using Active Segmentation and Identification of Satellite Images

Longchao Da, Rohan Chhibba, Rushabh Jaiswal, Ariane Middel, Hua Wei

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

Comments Paper accepted to CIKM24 demo track

Educational Personalized Learning Path Planning with Large Language Models

Chee Ng, Yuen Fung

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

Comments 6 pages

Evolutionary Retrosynthetic Route Planning

Yan Zhang, Hao Hao, Xiao He, Shuanhu Gao, Aimin Zhou

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

Journal ref IEEE Computational Intelligence Magazine, vol. 19, no. 3, pp. 58-72, Aug. 2024

Real-Time Anomaly Detection and Reactive Planning with Large Language Models

Rohan Sinha, Amine Elhafsi, Christopher Agia, Matthew Foutter, Edward Schmerling, Marco Pavone

专题命中 规划推理 ：planning(title)；reasoning(abstract)；分类 cs.AI

Comments Accepted to Robotics: Science and Systems (RSS) 2024

Enhancing Language Model Rationality with Bi-Directional Deliberation Reasoning

Yadong Zhang, Shaoguang Mao, Wenshan Wu, Yan Xia, Tao Ge, Man Lan, Furu Wei

专题命中 规划推理 ：reasoning(title,abstract)；分类 cs.CL

Synthetic Participatory Planning of Shard Automated Electric Mobility Systems

Jiangbo Yu, Graeme McKinley

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

LLM-Powered Explanations: Unraveling Recommendations Through Subgraph Reasoning

Guangsi Shi, Xiaofeng Deng, Linhao Luo, Lijuan Xia, Lei Bao, Bei Ye, Fei Du, Shirui Pan, Yuxiao Li

专题命中 规划推理 ：reasoning(title,abstract)；分类 cs.AI

Decoding Decision Reasoning: A Counterfactual-Powered Model for Knowledge Discovery

Yingying Fang, Zihao Jin, Xiaodan Xing, Simon Walsh, Guang Yang

专题命中 规划推理 ：reasoning(title,abstract)；分类 cs.AI

Integrating Intent Understanding and Optimal Behavior Planning for Behavior Tree Generation from Human Instructions

Xinglin Chen, Yishuai Cai, Yunxin Mao, Minglong Li, Wenjing Yang, Weixia Xu, Ji Wang

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

DKPROMPT: Domain Knowledge Prompting Vision-Language Models for Open-World Planning

Xiaohan Zhang, Zainab Altaweel, Yohei Hayamizu, Yan Ding, Saeid Amiri, Hao Yang, Andy Kaminski, Chad Esselink, Shiqi Zhang

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

Unlocking the Future: Exploring Look-Ahead Planning Mechanistic Interpretability in Large Language Models

Tianyi Men, Pengfei Cao, Zhuoran Jin, Yubo Chen, Kang Liu, Jun Zhao

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

Planning to Go Out-of-Distribution in Offline-to-Online Reinforcement Learning

Trevor McInroe, Adam Jelley, Stefano V. Albrecht, Amos Storkey

专题命中 规划推理 ：planning(title,abstract)；分类 cs.LG

Comments 10 pages, 17 figures, published at RLC 2024

FlowBench: Revisiting and Benchmarking Workflow-Guided Planning for LLM-based Agents

Ruixuan Xiao, Wentao Ma, Ke Wang, Yuchuan Wu, Junbo Zhao, Haobo Wang, Fei Huang, Yongbin Li

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

Look Further Ahead: Testing the Limits of GPT-4 in Path Planning

Mohamed Aghzal, Erion Plaku, Ziyu Yao

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

Comments Accepted at the 2024 IEEE 20th International Conference on Automation Science and Engineering

Hierarchical Path-planning from Speech Instructions with Spatial Concept-based Topometric Semantic Mapping

Akira Taniguchi, Shuya Ito, Tadahiro Taniguchi

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

Comments Accepted to Frontiers in Robotics and AI

MapGPT: Map-Guided Prompting with Adaptive Path Planning for Vision-and-Language Navigation

Jiaqi Chen, Bingqian Lin, Ran Xu, Zhenhua Chai, Xiaodan Liang, Kwan-Yee K. Wong

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

Comments LLM/VLM-based VLN Agents. Accepted to ACL 2024. Project: https://chen-judge.github.io/MapGPT/

UrbanLLM: Autonomous Urban Activity Planning and Management with Large Language Models

Yue Jiang, Qin Chao, Yile Chen, Xiucheng Li, Shuai Liu, Gao Cong

专题命中 规划推理 ：planning(title,abstract)；分类 cs.LG

Comments Submitted for EMNLP 2024

MINT: a Multi-modal Image and Narrative Text Dubbing Dataset for Foley Audio Content Planning and Generation

Ruibo Fu, Shuchen Shi, Hongming Guo, Tao Wang, Chunyu Qiang, Zhengqi Wen, Jianhua Tao, Xin Qi, Yi Lu, Xiaopeng Wang, Zhiyong Wang, Yukun Liu, Xuefei Liu, Shuai Zhang, Guanjun Li

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

TRIP-PAL: Travel Planning with Guarantees by Combining Large Language Models and Automated Planners

Tomas de la Rosa, Sriram Gopalakrishnan, Alberto Pozanco, Zhen Zeng, Daniel Borrajo

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

Comments 9 pages, 5 figures

AlphaZeroES: Direct score maximization outperforms planning loss minimization

Carlos Martin, Tuomas Sandholm

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

Comments arXiv admin note: text overlap with arXiv:2308.08693

Toward Constraint Compliant Goal Formulation and Planning

Steven J. Jones, Robert E. Wray

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

Comments 16 pages + refs. 5 figures, 2 tables. Minor revisions based on reviewer feedback. Accepted for presentation at Advances in Cognitive Systems (Jun 2024, Palermo)

Planning Like Human: A Dual-process Framework for Dialogue Planning

Tao He, Lizi Liao, Yixin Cao, Yuanxing Liu, Ming Liu, Zerui Chen, Bing Qin

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

Comments 24 pages, 5 figures, ACL 2024 main conference

NovelGym: A Flexible Ecosystem for Hybrid Planning and Learning Agents Designed for Open Worlds

Shivam Goel, Yichen Wei, Panagiotis Lymperopoulos, Klara Chura, Matthias Scheutz, Jivko Sinapov

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

Comments Accepted at AAMAS-2024

Open Grounded Planning: Challenges and Benchmark Construction

Shiguang Guo, Ziliang Deng, Hongyu Lin, Yaojie Lu, Xianpei Han, Le Sun

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

Comments Accept to ACL 2024 main conference

Explainable Human-AI Interaction: A Planning Perspective

Sarath Sreedharan, Anagha Kulkarni, Subbarao Kambhampati

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

Mining Action Rules for Defect Reduction Planning

Khouloud Oueslati, Gabriel Laberge, Maxime Lamothe, Foutse Khomh

专题命中 规划推理 ：planning(title,abstract)；分类 cs.LG