大模型推理能力

Llama-Nemotron: Efficient Reasoning Models

Akhiad Bercovich, Itay Levy, Izik Golan, Mohammad Dabbah, Ran El-Yaniv, Omri Puny, Ido Galil, Zach Moshe, Tomer Ronen, Najeeb Nabwani, Ido Shahaf, Oren Tropp, Ehud Karpas, Ran Zilberstein, Jiaqi Zeng, Soumye Singhal, Alexander Bukharin, Yian Zhang, Tugrul Konuk, Gerald Shen, Ameya Sunil Mahabaleshwarkar, Bilal Kartal, Yoshi Suhara, Olivier Delalleau, Zijia Chen, Zhilin Wang, David Mosallanezhad, Adi Renduchintala, Haifeng Qian, Dima Rekesh, Fei Jia, Somshubra Majumdar, Vahid Noroozi, Wasi Uddin Ahmad, Sean Narenthiran, Aleksander Ficek, Mehrzad Samadi, Jocelyn Huang, Siddhartha Jain, Igor Gitman, Ivan Moshkov, Wei Du, Shubham Toshniwal, George Armstrong, Branislav Kisacanin, Matvei Novikov, Daria Gitman, Evelina Bakhturina, Prasoon Varshney, Makesh Narsimhan, Jane Polak Scowcroft, John Kamalu, Dan Su, Kezhi Kong, Markus Kliegl, Rabeeh Karimi Mahabadi, Ying Lin, Sanjeev Satheesh, Jupinder Parmar, Pritam Gundecha, Brandon Norick, Joseph Jennings, Shrimai Prabhumoye, Syeda Nahida Akter, Mostofa Patwary, Abhinav Khattar, Deepak Narayanan, Roger Waleffe, Jimmy Zhang, Bor-Yiing Su, Guyue Huang, Terry Kong, Parth Chadha, Sahil Jain, Christine Harvey, Elad Segal, Jining Huang, Sergey Kashirsky, Robert McQueen, Izzy Putterman, George Lam, Arun Venkatesan, Sherry Wu, Vinh Nguyen, Manoj Kilaru, Andrew Wang, Anna Warno, Abhilash Somasamudramath, Sandip Bhaskar, Maka Dong, Nave Assaf, Shahar Mor, Omer Ullman Argov, Scot Junkin, Oleksandr Romanenko, Pedro Larroy, Monika Katariya, Marco Rovinelli, Viji Balas, Nicholas Edelman, Anahita Bhiwandiwalla, Muthu Subramaniam, Smita Ithape, Karthik Ramamoorthy, Yuting Wu, Suguna Varshini Velury, Omri Almog, Joyjit Daw, Denys Fridman, Erick Galinkin, Michael Evans, Shaona Ghosh, Katherine Luna, Leon Derczynski, Nikki Pope, Eileen Long, Seth Schneider, Guillermo Siman, Tomasz Grzegorzek, Pablo Ribalta, Monika Katariya, Chris Alexiuk, Joey Conway, Trisha Saar, Ann Guan, Krzysztof Pawelec, Shyamala Prayaga, Oleksii Kuchaiev, Boris Ginsburg, Oluwatobi Olabiyi, Kari Briski, Jonathan Cohen, Bryan Catanzaro, Jonah Alben, Yonatan Geifman, Eric Chung

机构 * NVIDIA 纠错

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

SFR-DeepResearch: Towards Effective Reinforcement Learning for Autonomously Reasoning Single Agents

Xuan-Phi Nguyen, Shrey Pandit, Revanth Gangi Reddy, Austin Xu, Silvio Savarese, Caiming Xiong, Shafiq Joty

机构 * Salesforce AI Research（Salesforce AI研究院） 纠错

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

Comments Technical Report

Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity

Vardhan Palod, Karthik Valmeekam, Kaya Stechly, Subbarao Kambhampati

机构 * School of Computing and AI（计算与人工智能学院） ； Arizona State University（亚利桑那州立大学） ； Dept. of Computer Science and Wu Tsai Institute（计算机科学系和吴泰教授研究所） ； Yale University（耶鲁大学） 纠错

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

Beyond Sequential Reranking: Reranker-Guided Search Improves Reasoning Intensive Retrieval

Haike Xu, Tong Chen

机构 * Massachusetts Institute of Technology（麻省理工学院） ； University of Washington（华盛顿大学） 纠错

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

Trust but Verify! A Survey on Verification Design for Test-time Scaling

V Venktesh, Mandeep Rathee, Avishek Anand

机构 * Stockholm University（斯德哥尔摩大学） ； L3S Research Center（L3S研究中心） ； TU Delft（代尔夫特理工大学） 纠错

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

Comments 18 pages

Grid-Agent: An LLM-Powered Multi-Agent System for Power Grid Control

Yan Zhang, Ahmad Mohammad Saber, Amr Youssef, Deepa Kundur

机构 * Department of Electrical and Computer Engineering, University of Toronto（电气与计算机工程系，多伦多大学） ； Concordia Institute for Information Systems Engineering（康卡迪亚信息系统工程研究所） ； Concordia University（康卡迪亚大学） 纠错

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

AgentX: Towards Orchestrating Robust Agentic Workflow Patterns with FaaS-hosted MCP Services

Shiva Sai Krishna Anand Tokal, Vaibhav Jha, Anand Eswaran, Praveen Jayachandran, Yogesh Simmhan

专题命中 规划推理 ：chain-of-thought(abstract)；CoT(abstract)

F1: A Vision-Language-Action Model Bridging Understanding and Generation to Actions

Qi Lv, Weijie Kong, Hao Li, Jia Zeng, Zherui Qiu, Delin Qu, Haoming Song, Qizhi Chen, Xiang Deng, Jiangmiao Pang

机构 * Shanghai AI Laboratory（上海人工智能实验室） ； Harbin Institute of Technology (Shenzhen)（哈尔滨工业大学（深圳）） 纠错

专题命中 规划推理 ：reasoning(abstract)；planning(abstract)

Comments Homepage: https://aopolin-lv.github.io/F1-VLA/

OmniAcc: Personalized Accessibility Assistant Using Generative AI

Siddhant Karki, Ethan Han, Nadim Mahmud, Suman Bhunia, John Femiani, Vaskar Raychoudhury

机构 * Miami University of Ohio（俄亥俄迈阿密大学） 纠错

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

Comments 11 Pages, 9 Figures, Published in the 1st Workshop on AI for Urban Planning, AAAI 2025 Workshop

Efficient Deep Learning-based Forward Solvers for Brain Tumor Growth Models

Zeineb Haouari, Jonas Weidner, Yeray Martin-Ruisanchez, Ivan Ezhov, Aswathi Varma, Daniel Rueckert, Bjoern Menze, Benedikt Wiestler

机构 * Technical University of Munich（慕尼黑技术大学） ； Munich Center for Machine Learning (MCML)（慕尼黑机器学习中心） ； University of Zurich（苏黎世大学） 纠错

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

Journal ref Bildverarbeitung fuer die Medizin 2025, Informatik aktuell, Springer Vieweg, Wiesbaden (2025), pp. 57--62

Benchmarking Vision Transformers and CNNs for Thermal Photovoltaic Fault Detection with Explainable AI Validation

Serra Aksoy

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

Comments 28 Pages, 4 Figures

A Maslow-Inspired Hierarchy of Engagement with AI Model

Madara Ogot

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

Comments 30 pages, 14 tables

A smart fridge with AI-enabled food computing

Khue Nong Thuc, Khoa Tran Nguyen Anh, Tai Nguyen Huy, Du Nguyen Hao Hong, Khanh Dinh Ba

机构 * Computer Science Faculty of Computer Science and Engineering, Ho Chi Minh City University of Technology (HCMUT)（计算机科学与工程学院，胡志明城大学技术学院） ； Office for International Study Programs, Ho Chi Minh City University of Technology (HCMUT)（国际研究办公室，胡志明城大学技术学院） ； Vietnam National University Ho Chi Minh City（越南国家大学胡志明市分校） ； Computer Engineering Faculty of Computer Science and Engineering, Ho Chi Minh City University of Technology (HCMUT)（计算机工程学院，胡志明城大学技术学院） 纠错

专题命中 规划推理 ：planning(abstract)

Journal ref The 9th OISP Science and Technology Symposium for Students Ho Chi Minh City University of Technology (HCMUT), VNU-HCM, 2025

Efficient Multi-Agent Coordination via Dynamic Joint-State Graph Construction

Yanlin Zhou, Manshi Limbu, Xuesu Xiao

机构 * George Mason University（乔治·玛森大学） 纠错

专题命中 规划推理 ：planning(abstract)