大模型推理能力

SSFF: Investigating LLM Predictive Capabilities for Startup Success through a Multi-Agent Framework with Enhanced Explainability and Performance

Xisen Wang, Yigit Ihlamur, Fuat Alican

机构 * University of Oxford（牛津大学） ； Vela Partners 纠错

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

Comments For relevant code: https://github.com/Xisen-Wang/Startup-Success-Forecasting-Framework

COMBO: Compositional World Models for Embodied Multi-Agent Cooperation

Hongxin Zhang, Zeyuan Wang, Qiushi Lyu, Zheyuan Zhang, Sunli Chen, Tianmin Shu, Behzad Dariush, Kwonjoon Lee, Yilun Du, Chuang Gan

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

Comments Published at ICLR 2025. 24 pages. The first three authors contributed equally

AppAgentX: Evolving GUI Agents as Proficient Smartphone Users

Wenjia Jiang, Yangyang Zhuang, Chenxi Song, Xu Yang, Joey Tianyi Zhou, Chi Zhang

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

CurricuLLM: Automatic Task Curricula Design for Learning Complex Robot Skills using Large Language Models

Kanghyun Ryu, Qiayuan Liao, Zhongyu Li, Payam Delgosha, Koushil Sreenath, Negar Mehr

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

Comments Accepted to ICRA 2025

GenTe: Generative Real-world Terrains for General Legged Robot Locomotion Control

Hanwen Wan, Mengkang Li, Donghao Wu, Yebin Zhong, Yixuan Deng, Zhenglong Sun, Xiaoqiang Ji

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

PestMA: LLM-based Multi-Agent System for Informed Pest Management

Hongrui Shi, Shunbao Li, Zhipeng Yuan, Po Yang

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

Comments 10 pages

Kongzi: A Historical Large Language Model with Fact Enhancement

Jiashu Yang, Ningning Wang, Yian Zhao, Chaoran Feng, Junjia Du, Hao Pang, Zhirui Fang, Xuxin Cheng

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

Comments 22 pages, 12 figures

SeaView: Software Engineering Agent Visual Interface for Enhanced Workflow

Timothy Bula, Saurabh Pujar, Luca Buratti, Mihaela Bornea, Avirup Sil

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

Comments 8 pages, 5 figures

UAVs Meet LLMs: Overviews and Perspectives Toward Agentic Low-Altitude Mobility

Yonglin Tian, Fei Lin, Yiduo Li, Tengchao Zhang, Qiyao Zhang, Xuan Fu, Jun Huang, Xingyuan Dai, Yutong Wang, Chunwei Tian, Bai Li, Yisheng Lv, Levente Kovács, Fei-Yue Wang

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

Journal ref Information Fusion, Volume 122, 2025, 103158

VLMT: Vision-Language Multimodal Transformer for Multimodal Multi-hop Question Answering

Qi Zhi Lim, Chin Poo Lee, Kian Ming Lim, Kalaiarasi Sonai Muthu Anbananthen

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

Enhanced Question-Answering for Skill-based learning using Knowledge-based AI and Generative AI

Rahul K. Dass, Rochan H. Madhusudhana, Erin C. Deye, Shashank Verma, Timothy A. Bydlon, Grace Brazil, Ashok K. Goel

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

Modeling Response Consistency in Multi-Agent LLM Systems: A Comparative Analysis of Shared and Separate Context Approaches

Tooraj Helmi

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

A Survey on Hypothesis Generation for Scientific Discovery in the Era of Large Language Models

Atilla Kaan Alkan, Shashwat Sourav, Maja Jablonska, Simone Astarita, Rishabh Chakrabarty, Nikhil Garuda, Pranav Khetarpal, Maciej Pióro, Dimitrios Tanoglidis, Kartheik G. Iyer, Mugdha S. Polimera, Michael J. Smith, Tirthankar Ghosal, Marc Huertas-Company, Sandor Kruk, Kevin Schawinski, Ioana Ciucă

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

Comments 9 pages (+2 pages of references), 2 figures

On the Performance of an Explainable Language Model on PubMedQA

Venkat Srinivasan, Vishaal Jatav, Anushka Chandrababu, Geetika Sharma

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

Comments Working Paper

Solving Sokoban using Hierarchical Reinforcement Learning with Landmarks

Sergey Pastukhov

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

Comments 13 pages, 6 figures

Precise Legal Sentence Boundary Detection for Retrieval at Scale: NUPunkt and CharBoundary

Michael J Bommarito, Daniel Martin Katz, Jillian Bommarito

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

Comments 12 pages, 5 figures, 6 tables

ADAPT: Actively Discovering and Adapting to Preferences for any Task

Maithili Patel, Xavier Puig, Ruta Desai, Roozbeh Mottaghi, Sonia Chernova, Joanne Truong, Akshara Rai

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

Understanding Aha Moments: from External Observations to Internal Mechanisms

Shu Yang, Junchao Wu, Xin Chen, Yunze Xiao, Xinyi Yang, Derek F. Wong, Di Wang

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

Empower Vision Applications with LoRA LMM

Liang Mi, Weijun Wang, Wenming Tu, Qingfeng He, Rui Kong, Xinyu Fang, Yazhu Dong, Yikang Zhang, Yunchun Li, Meng Li, Haipeng Dai, Guihai Chen, Yunxin Liu

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

Comments EuroSys'2025

Tasks and Roles in Legal AI: Data Curation, Annotation, and Verification

Allison Koenecke, Jed Stiglitz, David Mimno, Matthew Wilkens

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

Z1: Efficient Test-time Scaling with Code

Zhaojian Yu, Yinghao Wu, Yilun Zhao, Arman Cohan, Xiao-Ping Zhang

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

Query and Conquer: Execution-Guided SQL Generation

Łukasz Borchmann, Marek Wydmuch

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

A Retrieval-Augmented Knowledge Mining Method with Deep Thinking LLMs for Biomedical Research and Clinical Support

Yichun Feng, Jiawei Wang, Ruikun He, Lu Zhou, Yixue Li

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

Verifiably Following Complex Robot Instructions with Foundation Models

Benedict Quartey, Eric Rosen, Stefanie Tellex, George Konidaris

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

MoTCoder: Elevating Large Language Models with Modular of Thought for Challenging Programming Tasks

Jingyao Li, Pengguang Chen, Bin Xia, Hong Xu, Jiaya Jia

专题命中 复杂问题求解 ：self-correction(abstract)；分类 cs.LG

Comments Data: https://huggingface.co/datasets/JingyaoLi/MoTCode-Data,MoTCoder-32B: https://huggingface.co/JingyaoLi/MoTCoder-32B-V1.5,MoTCoder-7B: https://huggingface.co/JingyaoLi/MoTCoder-7B-v1.5,Code: https://github.com/dvlab-research/MoTCoder, Paper: arXiv:2312.15960

SPDNet: Seasonal-Periodic Decomposition Network for Advanced Residential Demand Forecasting

Reza Nematirad, Anil Pahwa, Balasubramaniam Natarajan

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

ReCoM: Realistic Co-Speech Motion Generation with Recurrent Embedded Transformer

Yong Xie, Yunlian Sun, Hongwen Zhang, Yebin Liu, Jinhui Tang

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

Comments 8 pages, 6 figures, Project Page: https://yong-xie-xy.github.io/ReCoM/

Contextual Memory Reweaving in Large Language Models Using Layered Latent State Reconstruction

Frederick Dillon, Gregor Halvorsen, Simon Tattershall, Magnus Rowntree, Gareth Vanderpool

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

Comments arXiv admin note: This paper has been withdrawn by arXiv due to disputed and unverifiable authorship

Satisfactory Medical Consultation based on Terminology-Enhanced Information Retrieval and Emotional In-Context Learning

Kaiwen Zuo, Jing Tang, Hanbing Qin, Binli Luo, Ligang He, Shiyan Tang

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

Comments The 46th European Conference on Information Retrieval Workshop

A Generalist Hanabi Agent

Arjun V Sudhakar, Hadi Nekoei, Mathieu Reymond, Miao Liu, Janarthanan Rajendran, Sarath Chandar

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