大模型推理能力

Boost, Disentangle, and Customize: A Robust System2-to-System1 Pipeline for Code Generation

Kounianhua Du, Hanjing Wang, Jianxing Liu, Jizheng Chen, Xinyi Dai, Yasheng Wang, Ruiming Tang, Yong Yu, Jun Wang, Weinan Zhang

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World

Jiaqi Zhang, Chen Gao, Liyuan Zhang, Yong Li, Hongzhi Yin

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Human-Agent Coordination in Games under Incomplete Information via Multi-Step Intent

Shenghui Chen, Ruihan Zhao, Sandeep Chinchali, Ufuk Topcu

专题命中 复杂问题求解 ：planning(abstract)；分类 cs.AI

Fundamental Principles of Linguistic Structure are Not Represented by o3

Elliot Murphy, Evelina Leivada, Vittoria Dentella, Fritz Gunther, Gary Marcus

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

MDCrow: Automating Molecular Dynamics Workflows with Large Language Models

Quintina Campbell, Sam Cox, Jorge Medina, Brittany Watterson, Andrew D. White

专题命中 复杂问题求解 ：chain-of-thought(abstract)；分类 cs.AI

Do Not Design, Learn: A Trainable Scoring Function for Uncertainty Estimation in Generative LLMs

Duygu Nur Yaldiz, Yavuz Faruk Bakman, Baturalp Buyukates, Chenyang Tao, Anil Ramakrishna, Dimitrios Dimitriadis, Jieyu Zhao, Salman Avestimehr

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Do as We Do, Not as You Think: the Conformity of Large Language Models

Zhiyuan Weng, Guikun Chen, Wenguan Wang

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Comments ICLR 2025 (Oral). Code: https://github.com/Zhiyuan-Weng/BenchForm

Towards Synergistic, Generalized, and Efficient Dual-System for Robotic Manipulation

Qingwen Bu, Hongyang Li, Li Chen, Jisong Cai, Jia Zeng, Heming Cui, Maoqing Yao, Yu Qiao

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Comments Project page: https://opendrivelab.com/RoboDual/

Conceptual Metaphor Theory as a Prompting Paradigm for Large Language Models

Oliver Kramer

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Process-Supervised Reinforcement Learning for Code Generation

Yufan Ye, Ting Zhang, Wenbin Jiang, Hua Huang

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

People Attribute Purpose to Autonomous Vehicles When Explaining Their Behavior: Insights from Cognitive Science for Explainable AI

Balint Gyevnar, Stephanie Droop, Tadeg Quillien, Shay B. Cohen, Neil R. Bramley, Christopher G. Lucas, Stefano V. Albrecht

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Comments CHI 2025

The AI Agent Index

Stephen Casper, Luke Bailey, Rosco Hunter, Carson Ezell, Emma Cabalé, Michael Gerovitch, Stewart Slocum, Kevin Wei, Nikola Jurkovic, Ariba Khan, Phillip J. K. Christoffersen, A. Pinar Ozisik, Rakshit Trivedi, Dylan Hadfield-Menell, Noam Kolt

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Comments Accompanying website: https://aiagentindex.mit.edu/

MetaOpenFOAM 2.0: Large Language Model Driven Chain of Thought for Automating CFD Simulation and Post-Processing

Yuxuan Chen, Xu Zhu, Hua Zhou, Zhuyin Ren

专题命中 复杂问题求解 ：CoT(abstract)；分类 cs.AI

Comments 16 pages,11 figures

CoddLLM: Empowering Large Language Models for Data Analytics

Jiani Zhang, Hengrui Zhang, Rishav Chakravarti, Yiqun Hu, Patrick Ng, Asterios Katsifodimos, Huzefa Rangwala, George Karypis, Alon Halevy

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

CURATe: Benchmarking Personalised Alignment of Conversational AI Assistants

Lize Alberts, Benjamin Ellis, Andrei Lupu, Jakob Foerster

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Parametric Retrieval Augmented Generation

Weihang Su, Yichen Tang, Qingyao Ai, Junxi Yan, Changyue Wang, Hongning Wang, Ziyi Ye, Yujia Zhou, Yiqun Liu

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Streaming Video Understanding and Multi-round Interaction with Memory-enhanced Knowledge

Haomiao Xiong, Zongxin Yang, Jiazuo Yu, Yunzhi Zhuge, Lu Zhang, Jiawen Zhu, Huchuan Lu

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Comments Accepted to ICLR 2025. Code is available at https://github.com/hmxiong/StreamChat

FRAG: A Flexible Modular Framework for Retrieval-Augmented Generation based on Knowledge Graphs

Zengyi Gao, Yukun Cao, Hairu Wang, Ao Ke, Yuan Feng, Xike Xie, S Kevin Zhou

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

TDAG: A Multi-Agent Framework based on Dynamic Task Decomposition and Agent Generation

Yaoxiang Wang, Zhiyong Wu, Junfeng Yao, Jinsong Su

专题命中 复杂问题求解 ：planning(abstract)；分类 cs.CL

Comments Accepted by Neural Networks

Iterative Tree Analysis for Medical Critics

Zenan Huang, Mingwei Li, Zheng Zhou, Youxin Jiang

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Space-LLaVA: a Vision-Language Model Adapted to Extraterrestrial Applications

Matthew Foutter, Daniele Gammelli, Justin Kruger, Ethan Foss, Praneet Bhoj, Tommaso Guffanti, Simone D'Amico, Marco Pavone

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Comments Accepted to IEEE Aerospace Conference, 23 pages, 18 figures, 3 tables

ComplexFuncBench: Exploring Multi-Step and Constrained Function Calling under Long-Context Scenario

Lucen Zhong, Zhengxiao Du, Xiaohan Zhang, Haiyi Hu, Jie Tang

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

BlobGEN-Vid: Compositional Text-to-Video Generation with Blob Video Representations

Weixi Feng, Chao Liu, Sifei Liu, William Yang Wang, Arash Vahdat, Weili Nie

专题命中 复杂问题求解 ：planning(abstract)；分类 cs.AI

Comments Project page: https://blobgen-vid2.github.io/

DrLLM: Prompt-Enhanced Distributed Denial-of-Service Resistance Method with Large Language Models

Zhenyu Yin, Shang Liu, Guangyuan Xu

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Comments Accepted by ICASSP2025

Common Sense Is All You Need

Hugo Latapie

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Guided Code Generation with LLMs: A Multi-Agent Framework for Complex Code Tasks

Amr Almorsi, Mohanned Ahmed, Walid Gomaa

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI

Comments 4 pages, 3 figures

Journal ref Proceedings of the 2024 IEEE International Japan-Africa Conference on Electronics communications and Computations (JAC ECC)

GeoX: Geometric Problem Solving Through Unified Formalized Vision-Language Pre-training

Renqiu Xia, Mingsheng Li, Hancheng Ye, Wenjie Wu, Hongbin Zhou, Jiakang Yuan, Tianshuo Peng, Xinyu Cai, Xiangchao Yan, Bin Wang, Conghui He, Botian Shi, Tao Chen, Junchi Yan, Bo Zhang

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Comments Our code is available at https://github.com/Alpha-Innovator/GeoX

Aligning Large Language Models for Faithful Integrity Against Opposing Argument

Yong Zhao, Yang Deng, See-Kiong Ng, Tat-Seng Chua

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Comments 17 pages, 5 figures

Dynamic Scaling of Unit Tests for Code Reward Modeling

Zeyao Ma, Xiaokang Zhang, Jing Zhang, Jifan Yu, Sijia Luo, Jie Tang

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL

Comments Homepage: https://code-reward-model.github.io/

Large-Scale Text Analysis Using Generative Language Models: A Case Study in Discovering Public Value Expressions in AI Patents

Sergio Pelaez, Gaurav Verma, Barbara Ribeiro, Philip Shapira

专题命中 复杂问题求解 ：chain-of-thought(abstract)；分类 cs.CL

Comments 13 pages, 3 figures. Update corrects ORCID ID, adds arXiv citation. No other changes

Journal ref Quantitative Science Studies (2024) 5 (1),153-169