大模型推理能力

Tell me what I need to know: Exploring LLM-based (Personalized) Abstractive Multi-Source Meeting Summarization

Frederic Kirstein, Terry Ruas, Robert Kratel, Bela Gipp

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

Journal ref EMNLP 2024 Industry Track

Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System

Weize Chen, Jiarui Yuan, Chen Qian, Cheng Yang, Zhiyuan Liu, Maosong Sun

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

Comments Under review

What's Wrong? Refining Meeting Summaries with LLM Feedback

Frederic Kirstein, Terry Ruas, Bela Gipp

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

Journal ref COLING 2025

CONSTRUCTA: Automating Commercial Construction Schedules in Fabrication Facilities with Large Language Models

Yifan Zhang, Xue Yang

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

Generative Multi-Agent Collaboration in Embodied AI: A Systematic Review

Di Wu, Xian Wei, Guang Chen, Hao Shen, Xiangfeng Wang, Wenhao Li, Bo Jin

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

Comments 18 pages

Towards Empowerment Gain through Causal Structure Learning in Model-Based RL

Hongye Cao, Fan Feng, Meng Fang, Shaokang Dong, Tianpei Yang, Jing Huo, Yang Gao

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

SELP: Generating Safe and Efficient Task Plans for Robot Agents with Large Language Models

Yi Wu, Zikang Xiong, Yiran Hu, Shreyash S. Iyengar, Nan Jiang, Aniket Bera, Lin Tan, Suresh Jagannathan

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

Comments This paper has been accepted for presentation at the 2025 IEEE International Conference on Robotics and Automation (ICRA), May 19-23, 2025, Atlanta, USA, and for inclusion in the conference proceeding

Hello Again! LLM-powered Personalized Agent for Long-term Dialogue

Hao Li, Chenghao Yang, An Zhang, Yang Deng, Xiang Wang, Tat-Seng Chua

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

Comments Accepted to NAACL 2025

Probabilistic Artificial Intelligence

Andreas Krause, Jonas Hübotter

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

Leveraging Hypernetworks and Learnable Kernels for Consumer Energy Forecasting Across Diverse Consumer Types

Muhammad Umair Danish, Katarina Grolinger

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

Journal ref IEEE Transactions on Power Delivery, Volume 40, 2025, Pages 75-87

Transforming Multimodal Models into Action Models for Radiotherapy

Matteo Ferrante, Alessandra Carosi, Rolando Maria D Angelillo, Nicola Toschi

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

Illuminating Spaces: Deep Reinforcement Learning and Laser-Wall Partitioning for Architectural Layout Generation

Reza Kakooee, Benjamin Dillenburger

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

MedBioLM: Optimizing Medical and Biological QA with Fine-Tuned Large Language Models and Retrieval-Augmented Generation

Seonok Kim

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

Hybrid LLM-DDQN based Joint Optimization of V2I Communication and Autonomous Driving

Zijiang Yan, Hao Zhou, Hina Tabassum, Xue Liu

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

Comments Accepted by IEEE Wireless Communications Letters

QLASS: Boosting Language Agent Inference via Q-Guided Stepwise Search

Zongyu Lin, Yao Tang, Xingcheng Yao, Da Yin, Ziniu Hu, Yizhou Sun, Kai-Wei Chang

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

Efficient Domain Adaptation of Multimodal Embeddings using Constrastive Learning

Georgios Margaritis, Periklis Petridis, Dimitris J. Bertsimas

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

Bounded Rationality Equilibrium Learning in Mean Field Games

Yannick Eich, Christian Fabian, Kai Cui, Heinz Koeppl

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

Comments AAAI 2025

Retrieve, Summarize, Plan: Advancing Multi-hop Question Answering with an Iterative Approach

Zhouyu Jiang, Mengshu Sun, Lei Liang, Zhiqiang Zhang

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

Comments Accepted by WWW2025 Agent4IR Workshop

COS(M+O)S: Curiosity and RL-Enhanced MCTS for Exploring Story Space via Language Models

Tobias Materzok

专题命中 规划推理 ：chain-of-thought(abstract)；分类 cs.CL、cs.AI

Agential AI for Integrated Continual Learning, Deliberative Behavior, and Comprehensible Models

Zeki Doruk Erden, Boi Faltings

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

Reinforcement Learning Constrained Beam Search for Parameter Optimization of Paper Drying Under Flexible Constraints

Siyuan Chen, Hanshen Yu, Jamal Yagoobi, Chenhui Shao

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

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization

Jie Zhao, Kang Hao Cheong, Witold Pedrycz

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

Taming the Long Tail in Human Mobility Prediction

Xiaohang Xu, Renhe Jiang, Chuang Yang, Zipei Fan, Kaoru Sezaki

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

Comments Accepted by NeurIPS 2024

Sparse Low-Ranked Self-Attention Transformer for Remaining Useful Lifetime Prediction of Optical Fiber Amplifiers

Dominic Schneider, Lutz Rapp

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

Comments 9 pages, 7 figures

Mechanistic understanding and validation of large AI models with SemanticLens

Maximilian Dreyer, Jim Berend, Tobias Labarta, Johanna Vielhaben, Thomas Wiegand, Sebastian Lapuschkin, Wojciech Samek

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

Comments 74 pages (18 pages manuscript, 7 pages references, 49 pages appendix)

Leveraging Log Probabilities in Language Models to Forecast Future Events

Tommaso Soru, Jim Marshall

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

Comments 5 pages, 4 figures

Deep Learning-Based Automatic Multi-Level Airway Collapse Monitoring on Obstructive Sleep Apnea Patients

Ying-Chieh Hsu, Stanley Yung-Chuan Liu, Chao-Jung Huang, Chi-Wei Wu, Ren-Kai Cheng, Jane Yung-Jen Hsu, Shang-Ran Huang, Yuan-Ren Cheng, Fu-Shun Hsu

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

Explainable Time Series Prediction of Tyre Energy in Formula One Race Strategy

Jamie Todd, Junqi Jiang, Aaron Russo, Steffen Winkler, Stuart Sale, Joseph McMillan, Antonio Rago

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

Comments 9 pages, 9 figures. Copyright ACM 2025. This is the authors' version of the work. It is posted here for your personal use. Not for redistribution. The definitive Version of Record will be published in SAC 2025, http://dx.doi.org/10.1145/3672608.3707765

An Integrated Artificial Intelligence Operating System for Advanced Low-Altitude Aviation Applications

Minzhe Tan, Xinlin Fan, Jian He, Yi Hou, Zhan Liu, Yaopeng Jiang, Y. M. Jiang

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

Optimizing Crowd-Aware Multi-Agent Path Finding through Local Communication with Graph Neural Networks

Phu Pham, Aniket Bera

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

Comments 8 pages, 5 figures, 2 tables