大模型推理能力

On the Need and Applicability of Causality for Fairness: A Unified Framework for AI Auditing and Legal Analysis

Ruta Binkyte, Ljupcho Grozdanovski, Sami Zhioua

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

R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning

Huatong Song, Jinhao Jiang, Yingqian Min, Jie Chen, Zhipeng Chen, Wayne Xin Zhao, Lei Fang, Ji-Rong Wen

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

VisualWebInstruct: Scaling up Multimodal Instruction Data through Web Search

Yiming Jia, Jiachen Li, Xiang Yue, Bo Li, Ping Nie, Kai Zou, Wenhu Chen

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

Comments Technical Report

Graph-Grounded LLMs: Leveraging Graphical Function Calling to Minimize LLM Hallucinations

Piyush Gupta, Sangjae Bae, David Isele

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

Temporal Difference Flows

Jesse Farebrother, Matteo Pirotta, Andrea Tirinzoni, Rémi Munos, Alessandro Lazaric, Ahmed Touati

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

LLM-PS: Empowering Large Language Models for Time Series Forecasting with Temporal Patterns and Semantics

Jialiang Tang, Shuo Chen, Chen Gong, Jing Zhang, Dacheng Tao

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

Global Spatio-Temporal Fusion-based Traffic Prediction Algorithm with Anomaly Aware

Chaoqun Liu, Xuanpeng Li, Chen Gong, Guangyu Li

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

Journal ref GLOBECOM 2024 - 2024 IEEE Global Communications Conference

Neurosymbolic Decision Trees

Matthias Möller, Arvid Norlander, Pedro Zuidberg Dos Martires, Luc De Raedt

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

Synthesizing Programmatic Reinforcement Learning Policies with Large Language Model Guided Search

Max Liu, Chan-Hung Yu, Wei-Hsu Lee, Cheng-Wei Hung, Yen-Chun Chen, Shao-Hua Sun

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

Unlocking Generalization for Robotics via Modularity and Scale

Murtaza Dalal

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

Comments CMU Robotics PhD Thesis, 185 pages

DeepSeek vs. ChatGPT vs. Claude: A Comparative Study for Scientific Computing and Scientific Machine Learning Tasks

Qile Jiang, Zhiwei Gao, George Em Karniadakis

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

log-RRIM: Yield Prediction via Local-to-global Reaction Representation Learning and Interaction Modeling

Xiao Hu, Ziqi Chen, Bo Peng, Daniel Adu-Ampratwum, Xia Ning

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

Comments 45 pages, 8 figures

DriveGen: Towards Infinite Diverse Traffic Scenarios with Large Models

Shenyu Zhang, Jiaguo Tian, Zhengbang Zhu, Shan Huang, Jucheng Yang, Weinan Zhang

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

Comments 8 pages, 3 figures

Holistically Evaluating the Environmental Impact of Creating Language Models

Jacob Morrison, Clara Na, Jared Fernandez, Tim Dettmers, Emma Strubell, Jesse Dodge

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

Comments ICLR 2025 (spotlight)

Cognitive Bias Detection Using Advanced Prompt Engineering

Frederic Lemieux, Aisha Behr, Clara Kellermann-Bryant, Zaki Mohammed

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

Comments 17 pages. 6 Figures, 2 Tables

How Far Are We on the Decision-Making of LLMs? Evaluating LLMs' Gaming Ability in Multi-Agent Environments

Jen-tse Huang, Eric John Li, Man Ho Lam, Tian Liang, Wenxuan Wang, Youliang Yuan, Wenxiang Jiao, Xing Wang, Zhaopeng Tu, Michael R. Lyu

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

Comments Accepted to ICLR 2025; 11 pages of main text; 26 pages of appendices; Included models: GPT-3.5-{0613, 1106, 0125}, GPT-4-0125, GPT-4o-0806, Gemini-{1.0, 1.5)-Pro, LLaMA-3.1-{7, 70, 405}B, Mixtral-8x{7, 22}B, Qwen-2-72B

Are Large Vision Language Models Good Game Players?

Xinyu Wang, Bohan Zhuang, Qi Wu

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

Comments ICLR2025

MultiAgentBench: Evaluating the Collaboration and Competition of LLM agents

Kunlun Zhu, Hongyi Du, Zhaochen Hong, Xiaocheng Yang, Shuyi Guo, Zhe Wang, Zhenhailong Wang, Cheng Qian, Xiangru Tang, Heng Ji, Jiaxuan You

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

Comments https://github.com/MultiagentBench/MARBLE

Scalable Decision-Making in Stochastic Environments through Learned Temporal Abstraction

Baiting Luo, Ava Pettet, Aron Laszka, Abhishek Dubey, Ayan Mukhopadhyay

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

Comments Accepted by ICLR2025. Code would be available at https://github.com/BaitingLuo/L-MAP.git

Kinetix: Investigating the Training of General Agents through Open-Ended Physics-Based Control Tasks

Michael Matthews, Michael Beukman, Chris Lu, Jakob Foerster

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

Comments ICLR 2025 Oral. The first two authors contributed equally. Project page located at: https://kinetix-env.github.io/

LLMOPT: Learning to Define and Solve General Optimization Problems from Scratch

Caigao Jiang, Xiang Shu, Hong Qian, Xingyu Lu, Jun Zhou, Aimin Zhou, Yang Yu

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

What Makes a Good Diffusion Planner for Decision Making?

Haofei Lu, Dongqi Han, Yifei Shen, Dongsheng Li

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

Comments ICLR 2025 (Spotlight), Code: https://github.com/Josh00-Lu/DiffusionVeteran

Semantic Operators: A Declarative Model for Rich, AI-based Data Processing

Liana Patel, Siddharth Jha, Melissa Pan, Harshit Gupta, Parth Asawa, Carlos Guestrin, Matei Zaharia

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

Implicit Search via Discrete Diffusion: A Study on Chess

Jiacheng Ye, Zhenyu Wu, Jiahui Gao, Zhiyong Wu, Xin Jiang, Zhenguo Li, Lingpeng Kong

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

Comments ICLR 2025

Exponential Topology-enabled Scalable Communication in Multi-agent Reinforcement Learning

Xinran Li, Xiaolu Wang, Chenjia Bai, Jun Zhang

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

Comments Accepted by the Thirteenth International Conference on Learning Representations (ICLR 2025)

Citrus: Leveraging Expert Cognitive Pathways in a Medical Language Model for Advanced Medical Decision Support

Guoxin Wang, Minyu Gao, Shuai Yang, Ya Zhang, Lizhi He, Liang Huang, Hanlin Xiao, Yexuan Zhang, Wanyue Li, Lu Chen, Jintao Fei, Xin Li

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

Leveraging Medical Knowledge Graphs Into Large Language Models for Diagnosis Prediction: Design and Application Study

Yanjun Gao, Ruizhe Li, Emma Croxford, John Caskey, Brian W Patterson, Matthew Churpek, Timothy Miller, Dmitriy Dligach, Majid Afshar

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

Comments Published in JMIR AI

Flow: Modularized Agentic Workflow Automation

Boye Niu, Yiliao Song, Kai Lian, Yifan Shen, Yu Yao, Kun Zhang, Tongliang Liu

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

MutaGReP: Execution-Free Repository-Grounded Plan Search for Code-Use

Zaid Khan, Ali Farhadi, Ranjay Krishna, Luca Weihs, Mohit Bansal, Tanmay Gupta

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

Comments Project page: zaidkhan.me/MutaGReP

Utilizing AI and Machine Learning for Predictive Analysis of Post-Treatment Cancer Recurrence

Muhammad Umer Qayyum, Muhammad Fahad, Nasrullah Abbasi

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

Comments 15 pages

Journal ref Vol. 2, Issue 3, December 2023 pages 599-613