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共收录 3027 信号源:cs.CL, cs.AI, cs.LG

1. 逻辑推理 3027 篇

2510.02686 2025-10-06 cs.LG 57%

EvoSpeak: Large Language Models for Interpretable Genetic Programming-Evolved Heuristics

Meng Xu, Jiao Liu, Yew Soon Ong

机构 * Singapore Institute of Manufacturing Technology, Agency for Science, Technology and Research, Singapore(新加坡制造技术研究所,科技研究局,新加坡) College of Computing & Data Science, Nanyang Technological University, Singapore(南洋理工大学计算机与数据科学学院,新加坡) College of Computing and Data Science, Nanyang Technological University, and the Centre for Frontier AI Research, Institute of High Performance Computing, Agency for Science, Technology and Research, Singapore(南洋理工大学计算机与数据科学学院,前沿人工智能研究中心,高性能计算研究所,科技研究局,新加坡)

专题命中 逻辑推理 :reasoning(abstract);分类 cs.LG

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2510.02679 2025-10-06 cs.AI 57%

Automated Constraint Specification for Job Scheduling by Regulating Generative Model with Domain-Specific Representation

Yu-Zhe Shi, Qiao Xu, Yanjia Li, Mingchen Liu, Huamin Qu, Lecheng Ruan, Qining Wang

机构 * School of Advanced Manufacturing and Robotics, Peking University(先进制造与机器人学院,北京大学) Department of Computer Science and Engineering, School of Engineering, The Hong Kong University of Science and Technology(计算机科学与工程系,香港科技大学) School of Computer Science and Technology, Huazhong University of Science and Technology(计算机科学与技术学院,华中科技大学)

专题命中 逻辑推理 :planning(abstract);分类 cs.AI

Comments Accepted for publication in IEEE Transactions on Automation Science and Engineering

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2509.25439 2025-10-01 cs.LG cs.NE 57%

Norm-Q: Effective Compression Method for Hidden Markov Models in Neuro-Symbolic Applications

Hanyuan Gao, Xiaoxuan Yang

机构 * Department of Electrical and Computer Engineering(电气与计算机工程系)

专题命中 逻辑推理 :reasoning(abstract);分类 cs.LG

Comments Accepted by Asilomar 2025

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2509.23912 2025-09-30 cs.AI 57%

From Neural Networks to Logical Theories: The Correspondence between Fibring Modal Logics and Fibring Neural Networks

Ouns El Harzli, Bernardo Cuenca Grau, Artur d'Avila Garcez, Ian Horrocks, Tarek R. Besold

机构 * Department of Computer Science, University of Oxford(牛津大学计算机科学系) Sony AI Barcelona(巴塞罗那索尼人工智能实验室) Sony AI Tokyo(东京索尼人工智能实验室) City St George’s, University of London(伦敦大学城圣乔治学院)

专题命中 逻辑推理 :reasoning(abstract);分类 cs.AI

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2509.23350 2025-09-30 cs.SD cs.AI 57%

ABC-Eval: Benchmarking Large Language Models on Symbolic Music Understanding and Instruction Following

Jiahao Zhao, Yunjia Li, Wei Li, Kazuyoshi Yoshii

机构 * Graduate School of Informatics, Kyoto University, Japan(京都大学信息科学研究生院) College of Computer Science and Artificial Intelligence, Fudan University, China(复旦大学计算机科学与人工智能学院) Graduate School of Engineering, Kyoto University, Japan(京都大学工学研究科)

专题命中 逻辑推理 :reasoning(abstract);分类 cs.AI

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2504.10036 2025-09-30 cs.CL 57%

DataPuzzle: Breaking Free from the Hallucinated Promise of LLMs in Data Analysis

Zhengxuan Zhang, Zhuowen Liang, Yin Wu, Teng Lin, Yuyu Luo, Nan Tang

机构 * The Hong Kong University of Science and Technology (Guangzhou)(香港科技大学(广州))

专题命中 逻辑推理 :reasoning(abstract);分类 cs.CL

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2509.22537 2025-09-29 cs.AI 57%

The Emergence of Altruism in Large-Language-Model Agents Society

Haoyang Li, Xiao Jia, Zhanzhan Zhao

机构 * Department of Sociology(社会学系) School of Artificial Intelligence(人工智能学院) School of Humanities and Social Science(人文社会科学学院)

专题命中 逻辑推理 :reasoning(abstract);分类 cs.AI

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2509.20384 2025-09-26 cs.CR cs.AI cs.PL cs.SE 57%

R1-Fuzz: Specializing Language Models for Textual Fuzzing via Reinforcement Learning

Jiayi Lin, Liangcai Su, Junzhe Li, Chenxiong Qian

机构 * The University of Hong Kong(香港大学)

专题命中 逻辑推理 :reasoning(abstract);分类 cs.AI

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2509.20364 2025-09-26 cs.AI cs.ET 57%

An Approach to Checking Correctness for Agentic Systems

Thomas J Sheffler

专题命中 逻辑推理 :reasoning(abstract);分类 cs.AI

Comments 15 pages, 5 figures

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2509.18579 2025-09-24 eess.AS cs.CL cs.SD 57%

Teaching Audio Models to Reason: A Unified Framework for Source- and Layer-wise Distillation

Runyan Yang, Yuke Si, Yingying Gao, Junlan Feng, Chao Deng, Shilei Zhang

机构 * Jiutian Artificial Intelligence Research Institute, China Mobile, Beijing, China(九天人工智能研究院,中国移动,北京) The State Key Laboratory of Multimedia Information Processing, Peking University, Beijing, China(多媒体信息处理国家重点实验室,北京大学,北京)

专题命中 逻辑推理 :reasoning(abstract);分类 cs.CL

Comments 5 pages; submitted to ICASSP 2026

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2509.18185 2025-09-24 cs.CV cs.AI 57%

Visionerves: Automatic and Reproducible Hybrid AI for Peripheral Nervous System Recognition Applied to Endometriosis Cases

Giammarco La Barbera, Enzo Bonnot, Thomas Isla, Juan Pablo de la Plata, Joy-Rose Dunoyer de Segonzac, Jennifer Attali, Cécile Lozach, Alexandre Bellucci, Louis Marcellin, Laure Fournier, Sabine Sarnacki, Pietro Gori, Isabelle Bloch

机构 * IMAG2, Institut Imagine, Université Paris Cité, France(IMAG2研究所,Imagine机构,巴黎cité大学,法国) Replico SAS, Paris, France(Replico SAS公司,巴黎,法国) LTCI, Télécom Paris, Institut Polytechnique de Paris, France(LTCI研究所,巴黎电信学院,巴黎高等理工学院,法国) Université Paris Cité, Department of Pediatric Imaging, Hôpital Necker Enfants-Malades, Assistance Publique-Hôpitaux de Paris (AP-HP), France(巴黎cité大学,儿科影像部门,Necker儿童医院,巴黎公共医院(AP-HP),法国) Université Paris Cité, Department of Radiology, Hôpital Européen Georges Pompidou, AP-HP, France(巴黎cité大学,放射学部门,乔治·蓬皮杜欧洲医院,巴黎公共医院(AP-HP),法国) Université Paris Cité, Department of Gynecological Surgery and Oncology (Professor Chapron), Hôpital Cochin, AP-HP, France(巴黎cité大学,妇科外科与肿瘤学部门(教授Chapron),科医院,巴黎公共医院(AP-HP),法国) Department of Development, Reproduction and Cancer (Professor Batteux), Institut Cochin, Paris, France(发展、繁殖和癌症部门(教授Batteux),科医院,巴黎,法国) Université Paris Cité, Department of Pediatric Surgery, Hôpital Necker Enfants-Malades, AP-HP, France(巴黎cité大学,儿科外科部门,Necker儿童医院,巴黎公共医院(AP-HP),法国) Sorbonne Université, CNRS, LIP6, Paris(索邦大学,国家科学研究中心,LIP6研究所,巴黎)

专题命中 逻辑推理 :reasoning(abstract);分类 cs.AI

Comments Computer-Aided Pelvic Imaging for Female Health (CAPI) - Workshop MICCAI 2025

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2509.16865 2025-09-24 cs.AI 57%

Large Language Models as End-to-end Combinatorial Optimization Solvers

Xia Jiang, Yaoxin Wu, Minshuo Li, Zhiguang Cao, Yingqian Zhang

机构 * Eindhoven University of Technology(埃因霍温理工大学) Singapore Management University(新加坡管理学院)

专题命中 逻辑推理 :reasoning(abstract);分类 cs.AI

Journal ref The 39th Annual Conference on Neural Information Processing Systems (NeurIPS 2025)

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2502.08415 2025-09-22 cs.CL cs.LO 57%

FSLI: An Interpretable Formal Semantic System for One-Dimensional Ordering Inference

Maha Alkhairy, Vincent Homer, Brendan O'Connor

机构 * University of Massachusetts Amherst(马萨诸塞大学阿默斯特分校)

专题命中 逻辑推理 :reasoning(abstract);分类 cs.CL

Comments 3 figures, 9 pages main paper and 8 pages references and appendix

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2509.14589 2025-09-19 cs.CR cs.AI 57%

ATLANTIS: AI-driven Threat Localization, Analysis, and Triage Intelligence System

Taesoo Kim, HyungSeok Han, Soyeon Park, Dae R. Jeong, Dohyeok Kim, Dongkwan Kim, Eunsoo Kim, Jiho Kim, Joshua Wang, Kangsu Kim, Sangwoo Ji, Woosun Song, Hanqing Zhao, Andrew Chin, Gyejin Lee, Kevin Stevens, Mansour Alharthi, Yizhuo Zhai, Cen Zhang, Joonun Jang, Yeongjin Jang, Ammar Askar, Dongju Kim, Fabian Fleischer, Jeongin Cho, Junsik Kim, Kyungjoon Ko, Insu Yun, Sangdon Park, Dowoo Baik, Haein Lee, Hyeon Heo, Minjae Gwon, Minjae Lee, Minwoo Baek, Seunggi Min, Wonyoung Kim, Yonghwi Jin, Younggi Park, Yunjae Choi, Jinho Jung, Gwanhyun Lee, Junyoung Jang, Kyuheon Kim, Yeonghyeon Cha, Youngjoon Kim

专题命中 逻辑推理 :reasoning(abstract);分类 cs.AI

Comments Version 1.0 (September 17, 2025). Technical Report. Team Atlanta -- 1st place in DARPA AIxCC Final Competition. Project page: https://team-atlanta.github.io/

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2506.08171 2025-09-17 cs.SE cs.AI 57%

Worst-Case Symbolic Constraints Analysis and Generalisation with Large Language Models

Daniel Koh, Yannic Noller, Corina S. Pasareanu, Adrians Skapars, Youcheng Sun

机构 * Mohamed bin Zayed University of Artificial Intelligence(莫扎德·本·扎耶德人工智能大学) Carnegie Mellon University(卡内基梅隆大学) University of Manchester(曼彻斯特大学)

专题命中 逻辑推理 :reasoning(abstract);分类 cs.AI

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2210.02671 2025-09-12 cs.LG cs.CC 57%

A Logic for Expressing Log-Precision Transformers

William Merrill, Ashish Sabharwal

机构 * New York University(纽约大学) Allen Institute for AI(人工智能研究院)

专题命中 逻辑推理 :reasoning(abstract);分类 cs.LG

Comments May 24, 2023: Restructured version of old preprint. Oct 12, 2023: To appear at NeurIPS. Sept 10, 2025: minor technical corrections

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2509.07666 2025-09-10 cs.CL cs.IR 57%

MoLoRAG: Bootstrapping Document Understanding via Multi-modal Logic-aware Retrieval

Xixi Wu, Yanchao Tan, Nan Hou, Ruiyang Zhang, Hong Cheng

机构 * The Chinese University of Hong Kong(香港中文大学) Fuzhou University(福州大学) University of Macau(澳门大学)

专题命中 逻辑推理 :reasoning(abstract);分类 cs.CL

Comments EMNLP Main 2025

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2509.02918 2025-09-04 cs.CV cs.AI 57%

Single Domain Generalization in Diabetic Retinopathy: A Neuro-Symbolic Learning Approach

Midhat Urooj, Ayan Banerjee, Farhat Shaikh, Kuntal Thakur, Sandeep Gupta

机构 * Impact Lab, Arizona State University(Impact实验室,亚利桑那州立大学)

专题命中 逻辑推理 :reasoning(abstract);分类 cs.AI

Comments Accepted in ANSyA 2025: 1st International Workshop on Advanced Neuro-Symbolic Applications

Journal ref ANSyA 2025: 1st International Workshop on Advanced Neuro-Symbolic Applications

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2508.18298 2025-09-04 cs.MA cs.AI cs.SE 57%

Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms

Gohar Irfan Chaudhry, Esha Choukse, Haoran Qiu, Íñigo Goiri, Rodrigo Fonseca, Adam Belay, Ricardo Bianchini

机构 * MIT CSAIL(麻省理工学院计算机科学与人工智能实验室) Microsoft Azure Research -- Systems(微软Azure研究系统) Microsoft Azure(微软Azure)

专题命中 逻辑推理 :reasoning(abstract);分类 cs.AI

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2509.02495 2025-09-03 cs.LO cs.AI econ.TH math.PR 57%

Probabilistically stable revision and comparative probability: a representation theorem and applications

Krzysztof Mierzewski

机构 * Carnegie Mellon University(卡内基梅隆大学)

专题命中 逻辑推理 :reasoning(abstract);分类 cs.AI

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2409.03671 2025-09-03 cs.AI 57%

TRACE-CS: A Hybrid Logic-LLM System for Explainable Course Scheduling

Stylianos Loukas Vasileiou, William Yeoh

机构 * New Mexico State University(新墨西哥州立大学) Washington University in St. Louis(圣路易斯华盛顿大学)

专题命中 逻辑推理 :reasoning(abstract);分类 cs.AI

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2509.00415 2025-09-03 cs.LG cs.SY eess.SY 57%

Lagrangian Relaxation for Multi-Action Partially Observable Restless Bandits: Heuristic Policies and Indexability

Rahul Meshram, Kesav Kaza

机构 * Department of Electrical Engineering, Indian Institute of Technology Madras(印度理工学院马德拉斯分校电子工程系) Department of Electrical Engineering and Computer Science, University of Ottawa(渥太华大学电子工程与计算机科学系)

专题命中 逻辑推理 :planning(abstract);分类 cs.LG

Comments 13 pages

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2507.20108 2025-09-03 cs.LG cs.IT math.IT stat.ML 57%

Graded Transformers

Tony Shaska

机构 * Department of Mathematics Statistics, Oakland University, Rochester, MI 48309

专题命中 逻辑推理 :reasoning(abstract);分类 cs.LG

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2508.19069 2025-08-27 cs.AI 57%

Can Structured Templates Facilitate LLMs in Tackling Harder Tasks? : An Exploration of Scaling Laws by Difficulty

Zhichao Yang, Zhaoxin Fan, Gen Li, Yuanze Hu, Xinyu Wang, Ye Qiu, Xin Wang, Yifan Sun, Wenjun Wu

专题命中 逻辑推理 :reasoning(abstract);分类 cs.AI

Comments 9 pages

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2508.18391 2025-08-27 cs.AI 57%

PKG-DPO: Optimizing Domain-Specific AI systems with Physics Knowledge Graphs and Direct Preference Optimization

Nitin Nagesh Kulkarni, Bryson Wilcox, Max Sawa, Jason Thom

机构 * Advanced Engineering and Technology(先进工程与技术)

专题命中 逻辑推理 :reasoning(abstract);分类 cs.AI

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2407.07959 2025-08-26 cs.SE cs.AI 57%

Source Code Summarization in the Era of Large Language Models

Weisong Sun, Yun Miao, Yuekang Li, Hongyu Zhang, Chunrong Fang, Yi Liu, Gelei Deng, Yang Liu, Zhenyu Chen

机构 * College of Computing and Data Science, Nanyang Technological University Singapore(计算与数据科学学院,新加坡南洋理工大学) State Key Laboratory for Novel Software Technology, Nanjing University(新型软件技术国家重点实验室,南京大学) School of Computer Science and Engineering, University of New South Wales(计算机科学与工程学院,新南威尔士大学) School of Big Data and Software Engineering, Chongqing University(大数据与软件工程学院,重庆大学)

专题命中 逻辑推理 :chain-of-thought(abstract);分类 cs.AI

Comments Accepted to the 47th International Conference on Software Engineering (ICSE 2025)

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2409.11756 2025-08-25 cs.AI cs.SC 57%

Synthesizing Evolving Symbolic Representations for Autonomous Systems

Gabriele Sartor, Angelo Oddi, Riccardo Rasconi, Vieri Giuliano Santucci, Rosa Meo

机构 * Institute for Cognitive Sciences and Technologies(认知科学与技术研究所)

专题命中 逻辑推理 :planning(abstract);分类 cs.AI

Journal ref Prog.Artif.Intell.(2025)

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2408.10369 2025-08-20 cs.SC cs.AI cs.LO 57%

Boolean Matrix Logic Programming on the GPU

Lun Ai

机构 * Department of Computing, Imperial College London, London, UK(计算系,伦敦帝国学院,伦敦,英国) Department of Life Sciences, Imperial College London, London, UK(生命科学系,伦敦帝国学院,伦敦,英国)

专题命中 逻辑推理 :reasoning(abstract);分类 cs.AI

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2508.10235 2025-08-15 cs.LG 57%

Can Transformers Break Encryption Schemes via In-Context Learning?

Jathin Korrapati, Patrick Mendoza, Aditya Tomar, Abein Abraham

机构 * UC Berkeley(伯克利大学)

专题命中 逻辑推理 :reasoning(abstract);分类 cs.LG

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2508.07163 2025-08-12 cs.RO cs.AI cs.NE 57%

Integrating Neurosymbolic AI in Advanced Air Mobility: A Comprehensive Survey

Kamal Acharya, Iman Sharifi, Mehul Lad, Liang Sun, Houbing Song

机构 * Department of Information Systems, University of Maryland, Baltimore County(信息系统系,马里兰大学巴尔的摩分校) Department of Mechanical and Aerospace Engineering, The George Washington University(机械与航空航天工程系,乔治华盛顿大学) Department of Mechanical Engineering, Baylor University(机械工程系,贝勒大学)

专题命中 逻辑推理 :reasoning(abstract);分类 cs.AI

Comments 9 pages, 4 figures, IJCAI-2025 (accepted)

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