大模型推理能力

The Problem of Social Cost in Multi-Agent General Reinforcement Learning: Survey and Synthesis

Kee Siong Ng, Samuel Yang-Zhao, Timothy Cadogan-Cowper

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

Comments 67 pages

Plato: Plan to Efficiently Decode for Large Language Model Inference

Shuowei Jin, Xueshen Liu, Yongji Wu, Haizhong Zheng, Qingzhao Zhang, Atul Prakash, Matthew Lentz, Danyang Zhuo, Feng Qian, Z. Morley Mao

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

Orchestrating Agents and Data for Enterprise: A Blueprint Architecture for Compound AI

Eser Kandogan, Nikita Bhutani, Dan Zhang, Rafael Li Chen, Sairam Gurajada, Estevam Hruschka

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

Journal ref First Workshop on Data-AI Systems (DAIS), ICDE 2025

'Neural howlround' in large language models: a self-reinforcing bias phenomenon, and a dynamic attenuation solution

Seth Drake

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

Comments 27 pages, 3 figures, 2 tables,

Fast Adaptation with Behavioral Foundation Models

Harshit Sikchi, Andrea Tirinzoni, Ahmed Touati, Yingchen Xu, Anssi Kanervisto, Scott Niekum, Amy Zhang, Alessandro Lazaric, Matteo Pirotta

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

Comments 25 pages

MAPF-GPT: Imitation Learning for Multi-Agent Pathfinding at Scale

Anton Andreychuk, Konstantin Yakovlev, Aleksandr Panov, Alexey Skrynnik

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

DirectMultiStep: Direct Route Generation for Multistep Retrosynthesis

Yu Shee, Anton Morgunov, Haote Li, Victor S. Batista

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

A moving target in AI-assisted decision-making: Dataset shift, model updating, and the problem of update opacity

Joshua Hatherley

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

Journal ref Ethics and Information Technology 27(2): 20 (2025)

Detecting Malicious AI Agents Through Simulated Interactions

Yulu Pi, Ella Bettison, Anna Becker

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

Task-Aware Parameter-Efficient Fine-Tuning of Large Pre-Trained Models at the Edge

Senkang Hu, Yanan Ma, Yihang Tao, Zhengru Fang, Zihan Fang, Yiqin Deng, Sam Kwong, Yuguang Fang

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

Multi-agent Application System in Office Collaboration Scenarios

Songtao Sun, Jingyi Li, Yuanfei Dong, Haoguang Liu, Chenxin Xu, Fuyang Li, Qiang Liu

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

Comments Technical report

Language Models Guidance with Multi-Aspect-Cueing: A Case Study for Competitor Analysis

Amir Hadifar, Christopher Ochs, Arjan Van Ewijk

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

Multi-Agent LLM Judge: automatic personalized LLM judge design for evaluating natural language generation applications

Hongliu Cao, Ilias Driouich, Robin Singh, Eoin Thomas

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

Comments Presented at SophiaSummit2024

Cognitive Prompts Using Guilford's Structure of Intellect Model

Oliver Kramer

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

LLMs Working in Harmony: A Survey on the Technological Aspects of Building Effective LLM-Based Multi Agent Systems

R. M. Aratchige, W. M. K. S. Ilmini

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

Agentic Multimodal AI for Hyperpersonalized B2B and B2C Advertising in Competitive Markets: An AI-Driven Competitive Advertising Framework

Sakhinana Sagar Srinivas, Akash Das, Shivam Gupta, Venkataramana Runkana

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

LLM-Gomoku: A Large Language Model-Based System for Strategic Gomoku with Self-Play and Reinforcement Learning

Hui Wang

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

LeForecast: Enterprise Hybrid Forecast by Time Series Intelligence

Zheng Tan, Yiwen Nie, Wenfa Wu, Guanyu Zhang, Yanze Liu, Xinyuan Tian, Kailin Gao, Mengya Liu, Qijiang Cheng, Haipeng Jiang, Yingzheng Ma, Wei Zheng, Yuci Zhu, Yuanyuan Sun, Xiangyu Lei, Xiyu Guan, Wanqing Huang, Shouming Liu, Xiangquan Meng, Pengzhan Qu, Chao Yang, Jiaxuan Fan, Yuan He, Hongsheng Qi, Yangzhou Du

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

KG4Diagnosis: A Hierarchical Multi-Agent LLM Framework with Knowledge Graph Enhancement for Medical Diagnosis

Kaiwen Zuo, Yirui Jiang, Fan Mo, Pietro Lio

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

Comments 10 pages,5 figures,published to AAAI-25 Bridge Program

LLMs as Debate Partners: Utilizing Genetic Algorithms and Adversarial Search for Adaptive Arguments

Prakash Aryan

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

A tale of two goals: leveraging sequentiality in multi-goal scenarios

Olivier Serris, Stéphane Doncieux, Olivier Sigaud

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

Comments 14 pages, 5 figures

Option Discovery Using LLM-guided Semantic Hierarchical Reinforcement Learning

Chak Lam Shek, Pratap Tokekar

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

HH4AI: A methodological Framework for AI Human Rights impact assessment under the EUAI ACT

Paolo Ceravolo, Ernesto Damiani, Maria Elisa D'Amico, Bianca de Teffe Erb, Simone Favaro, Nannerel Fiano, Paolo Gambatesa, Simone La Porta, Samira Maghool, Lara Mauri, Niccolo Panigada, Lorenzo Maria Ratto Vaquer, Marta A. Tamborini

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

Comments 19 pages, 7 figures, 1 table

Towards Understanding the Influence of Training Samples on Explanations

André Artelt, Barbara Hammer

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

Comments Extended version of the paper accepted at the "Workshop on Explainable Artificial Intelligence (XAI)" at IJCAI 2024

Exploring Energy Landscapes for Minimal Counterfactual Explanations: Applications in Cybersecurity and Beyond

Spyridon Evangelatos, Eleni Veroni, Vasilis Efthymiou, Christos Nikolopoulos, Georgios Th. Papadopoulos, Panagiotis Sarigiannidis

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

Fairness-Driven LLM-based Causal Discovery with Active Learning and Dynamic Scoring

Khadija Zanna, Akane Sano

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

Active management of battery degradation in wireless sensor network using deep reinforcement learning for group battery replacement

Jong-Hyun Jeong, Hongki Jo, Qiang Zhou, Tahsin Afroz Hoque Nishat, Lang Wu

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

Nuclear Deployed: Analyzing Catastrophic Risks in Decision-making of Autonomous LLM Agents

Rongwu Xu, Xiaojian Li, Shuo Chen, Wei Xu

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

Comments Please visit https://llm-catastrophic-risks.github.io for a quick tour of our research. Our code is available at https://github.com/pillowsofwind/LLM-CBRN-Risks

Real-world validation of a multimodal LLM-powered pipeline for High-Accuracy Clinical Trial Patient Matching leveraging EHR data

Anatole Callies, Quentin Bodinier, Philippe Ravaud, Kourosh Davarpanah

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

When Pigs Get Sick: Multi-Agent AI for Swine Disease Detection

Tittaya Mairittha, Tanakon Sawanglok, Panuwit Raden, Sorrawit Treesuk

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

Comments 14 pages, 2 figures