Large Language Model Reasoning

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Period ending 2026-09-21

35 new papers

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Period ending 2026-09-14

23 new papers

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Period ending 2026-09-07

41 new papers

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  1. UP: Unbounded Positive Asymmetric Optimization for Breaking the Exploration-Stability Dilemma

    Jul 8, 2026Chongyu Fan, Pengfei Liu, Jingjia Huang +2Multi-Objective Policy OptimizationEfficient Exploration

  2. MILES: Modular Instruction Memory with Learnable Selection for Self-Improving LLM Reasoning

    Jul 8, 2026Ruilin Tong, Dong GongLarge Language Model Reasoning

  3. When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning

    Jul 7, 2026Yotam Wolf, Noam Wies, Amnon ShashuaLarge Language Model ReasoningIn-Context

  4. Pitwall: Faithful Natural-Language Race-Strategy Briefings from a Calibrated Real-Time Monte Carlo Engine

    Jul 7, 2026Juan S. SantillanaData GenerationBetting

  5. Final Checkpoints Are Not Enough: Analyzing Latent Reasoning Faithfulness Along Training Trajectories

    Jul 7, 2026Hengyu Jin, Shu Yang, Di WangEfficient Latent ReasoningExplanation Faithfulness

  6. PluraMath: Extending Mathematical Reasoning Evaluation Beyond High-Resource Languages

    Jul 7, 2026Daryna Dementieva, Nikolay Babakov, Kathy Hämmerl +14Multilingual ReasoningMathematical Reasoning

  7. Mitigating Factual Hallucination in Large Reasoning Models via Mixed-Mode Advantage Regularization

    Jul 7, 2026Kaishen Wang, Tong Zheng, Xuehao Cui +3Large Language Model HallucinationLarge Reasoning Models

  8. AVA-VLM: Adaptive Visual Attention-Vision Language Model for In-the-Wild Construction Site Monitoring

    Jul 7, 2026Younggun Kim, Taeheon Kim, Youngseo Kim +1Large Vision Language ModelsAva-Vlm

  9. Beyond the Leaderboard: A Synthesis of Tool-Use, Planning, and Reasoning Failures in Large Language Model Agents

    Jul 7, 2026Wael Albayaydh, Rui Zhao, Ivan FlechaisLarge Language Model AgentsLarge Language Model Performance

  10. SCOReD: Student-Aware CoT Optimization for Recommendation Distillation

    Jul 7, 2026Haz Sameen Shahgir, Yufei Li, Xiaohan Wei +8Reasoning TracesChain-of-Thought Reasoning

  11. TREK: Distill to Explore, Reinforce to Refine

    Jul 6, 2026Yuanda Xu, Zhengze Zhou, Kayhan Behdin +10Group Relative Policy OptimizationReasoning Trajectory

  12. Reason, Reward, Refine: Step-Level Errors Corrections with Structured Feedback for Physics Reasoning in Small Language Models

    Jul 6, 2026Raj Jaiswal, Dhruv Jain, Rishabh Dhawan +4Reasoning ErrorsCorrection

  13. ClassicLogic: A Knowledge-Driven Benchmark of Classic Puzzle Games for Evaluating Compositional Generalization

    Jul 6, 2026Mahnoor Shahid, Hannes RothePuzzleReasoning Benchmark

  14. Rethinking On-Policy Self-Distillation for Thinking Models

    Jul 6, 2026Simran Kaur, Narutatsu Ri, Yinghui He +2Unsupervised On-Policy Self-DistillationOn-Policy Distillation

  15. The Changing Role of Symbolic Methods in Artificial Intelligence

    Jul 6, 2026Jun SunSymbol-Artificial Intelligence Systems

  16. TacReasoner: A Dynamic Tactile-Language Framework for Interactive Reasoning in Real-World Scenarios

    Jul 6, 2026Kailin Lyu, Di Wu, Long Xiao +7Tactile PerceptionEfficient Latent Reasoning

  17. Your Agent's Memories Are Not Its Own: Forged Reasoning Attacks on LLM Agent Memory and Defenses

    Jul 6, 2026Neeraj Karamchandani, Piyush Nagasubramaniam, Sencun Zhu +1Agent MemoryLarge Language Model Reasoning

  18. Knowledge Knows, Verbalization Tells: Disentangling Latent Directions for Mathematical Solvability in LLMs

    Jul 6, 2026Nikolaos Xiros, Maria-Eleni Zoumpoulidi, Georgios ParaskevopoulosMathematical ReasoningLarge Language Model Reasoning

  19. Do Vision-Language-Action Models Mean What They Say? On the Role of Faithfulness in Embodied Reasoning

    Jul 6, 2026Matthew Foutter, Matteo Cercola, Lena Wild +4Vision-Language-Action ModelsEfficient Chain-Of-Thought Reasoning

  20. GlaKG: A Biomarker-Centric Fundus Knowledge Graph for Explainable Glaucoma Diagnosis and Risk Assessment

    Jul 6, 2026Cheng Huang, Jia Zhang, Yi Jiang +7BiomarkerBiomedical Knowledge Graph

  21. Retroactive Chain-of-Thought (RetroCoT): Forensic Reconstruction Prompts as a Safety Diagnostic Across Model Generations

    Jul 6, 2026Samira HajizadehLarge Language Model SafetyEfficient Chain-Of-Thought Reasoning

  22. Detecting Answer-Driven Reasoning in LLM-Based Educational Tutors via Truncated Chain-of-Thought Auditing

    Jul 6, 2026Bonan Shen, Dingyan Shang, Youting Wang +1TutorsLarge Language Model Reasoning

  23. dOPSD: On-Policy Self-Distillation for Diffusion Language Models

    Jul 5, 2026Phuong Tuan Dat, Qi Li, Xinchao WangUnsupervised On-Policy Self-DistillationDiffusion Language Models

  24. Agent Step Value: Auditing Evaluator-Channel Reversals in Black-Box Agent Traces

    Jul 5, 2026Andrew Zhang, Chengzhan LiAction TracesReasoning Traces

  25. MechMath Agent Team: LLM Driven Agents for Mathematical Research

    Jul 5, 2026Yichuan Cao, Ruichen Qiu, Junqi Liu +5MathematicsMulti-Agent Reasoning

  26. Unsupervised Features Mining via Activation Geometry

    Jul 5, 2026Amit LeVi, Elad David, Max FominModel ActivationsLarge Language Model Reasoning

  27. CritiqueDriveVLM: From Verifier-Guided Reinforcement Learning to Latent Thought Distillation for Autonomous Driving

    Jul 5, 2026Zhaohong Liu, Hao Ye, Xianlin Zhang +1Autonomous DrivingEfficient Latent Reasoning

  28. Forethought: Verifiable Reasoning from Neurosymbolic Primitive Programming

    Jul 5, 2026Vishvesh Bhat, Jay Vaghasiya, Emmanuel Anaya GonzalezNeuro-Symbolic FrameworkAgentic Reasoning

  29. NeSy-CSA: A Neuro-Symbolic Framework for Open-Ended Critical Scenario Attribution

    Jul 4, 2026Qitong Chu, Xunjie He, Chen Deng +2Neuro-Symbolic FrameworkSafety-Critical Scenarios

  30. MentalThink: Shaping Thoughts in Mental SVG World

    Jul 3, 2026Kangheng Lin, Jisheng Yin, Dingming Li +11ThinkingImagination

  31. Reading Between the Dots: Decoding Hidden Computation across Filler Tokens

    Jul 3, 2026Kaley Brauer, Claudio Mayrink Verdun, Samuel MarksDiscrete TokensDeepseek

  32. Scaffolding the Strategist: Architecture-Dependent Reasoning Interventions in Hotelling Spatial Markets

    Jul 3, 2026Pratyush SinghLarge Reasoning ModelsEconomies

  33. Reinforcement Learning for Evidence-Seeking Diagnostic Reasoning with Large Language Models

    Jul 3, 2026Shengyi Hua, Kangzhe Hu, Conghui He +2Large Language Model Reasoning

  34. CodeJeNN: A simple C++ neural network generator for physics applications

    Jul 2, 2026Jay Arcities, Pavel Popov, Eric J Ching +2C++Cuda

  35. ReContext: Recursive Evidence Replay as LLM Harness for Long-Context Reasoning

    Jul 2, 2026Yanjun Zhao, Ruizhong Qiu, Tianxin Wei +6Efficient Long-Context InferenceLarge Language Model Reasoning

  36. Reasoning LLM Improves Speaker Recognition in Long-form TV Dramas

    Jul 2, 2026Yuxuan Li, Lingxi Xie, Xinyue Huo +6Speaker DiarizationSpeaker Recognition

  37. Will Scaling Improve Social Simulation with LLMs?

    Jul 2, 2026Caleb Ziems, William Held, Su Doga Karaca +3User SimulationComputational Social Science

  38. Fast Multi-dimensional Refusal Subspaces via RFM-AGOP

    Jul 2, 2026Thomas WinningerRefusalsReasoning Traces

  39. DRIFTLENS: Measuring Memory-Induced Reasoning Drift in Personalized Language Models

    Jul 2, 2026Xi Fang, Weijie Xu, Yingqiang Ge +3Large Language Model ReasoningLarge Language Model Memory

  40. DisciplineGen-1M: A Large-Scale Dataset for Multidisciplinary Visual Generation and Editing

    Jul 2, 2026Zhaokai Wang, Mingxin Liu, Zirun Zhu +11Visual GenerationText-To-Image

  41. CheckRLM: Effective Knowledge-Thought Coherence Checking in Retrieval-Augmented Reasoning

    Jul 2, 2026Dingling Xu, Ruobing Wang, Qingfei Zhao +8Large Language Model ReasoningNarrative Coherence

  42. Evidence-State Rewards for Long-Context Reasoning

    Jul 2, 2026Ya Gao, Pekka MarttinenRelation-Conditioned Evidence EncoderLarge Language Model Reasoning

  43. Geometric Signatures of Reasoning: A Spectral Perspective on Task Hardness

    Jul 2, 2026Aria Masoomi, Mahsa Bazzaz, Adel Javanmard +1Reasoning TrajectoryChain-of-Thought Reasoning

  44. Revisiting Chain-of-Thought Reasoning under Limited Supervision: Semi-supervised Chain-of-Thought Learning

    Jul 1, 2026Hongyang He, Jiuming Liu, Victor SanchezChain-of-Thought ReasoningSupervised Learning

  45. FaithMed: Training LLMs For Faithful Evidence-Based Medical Reasoning

    Jul 1, 2026Zhiyun Zhang, Liwen Sun, Xiang Qian +1Clinical ReasoningLarge Language Model Reasoning

  46. RusFinChain: A Russian Benchmark for Verifiable Chain-of-Thought Reasoning in Finance with Fuzzy-Aligned Evaluation

    Jul 1, 2026M. K. ArabovReasoning ChainLegal Natural Language Processing Benchmarks

  47. Cache Merging as a Convergent Replicated State for Multi-Agent Latent Reasoning

    Jul 1, 2026Carlos Baquero, Luís BritoCacheEfficient Latent Reasoning

  48. Message Passing Enables Efficient Reasoning

    Jul 1, 2026Xuecheng Liu, Daman Arora, Gokul Swamy +1Large Language Model ReasoningParallel

  49. Understanding Large Language Models

    Jul 1, 2026Yannik Keller, Thomas EisenmannLarge Language Model PerformanceLarge Language Model Reasoning

  50. Graph-Native Reinforcement Learning Enables Traceable Scientific Hypothesis Generation through Conceptual Recombination

    Jul 1, 2026Subhadeep Pal, Shashwat Sourav, Tirthankar Ghosal +1Hypothesis GenerationData-Driven Materials Discovery

  51. CAT: Confidence-Adaptive Thinking for Efficient Reasoning of Large Reasoning Models

    Jul 1, 2026Qizhi Jiang, Shuo Wang, Pei Ke +2Large Reasoning Models

  52. Exploring the Semantic Gap in Agentic Data Systems: A Formative Study of Operationalization Failures in Analytical Workflows

    Jul 1, 2026Jalal Mahmud, Eser KandoganAgentic WorkflowsWorkflow Automation and Optimization

  53. Faithful by Definition: Emotion Analysis via Natural Semantic Metalanguage Explications

    Jul 1, 2026Frank Xing, Erik CambriaEmotion RecognitionEntailment

  54. Efficient Multilingual Reasoning Transfer via Progressive Code-Switching

    Jul 1, 2026Zhijun Wang, Junxiao Liu, Hao Zhou +3Multilingual ReasoningLarge Language Model Reasoning

  55. Know When to Stop: Segment-Level Credit Assignment for Reducing Overthinking

    Jul 1, 2026Chia-Hsuan Lee, Sihui Dai, Mingyang Zhou +4Reasoning TracesIterative Self-Correction

  56. Multimodal Continuous Reasoning via Asymmetric Mutual Variational Learning

    Jul 1, 2026Shijie Li, Yilin Gao, Siyuan Yang +7Multi-Modal Large Language ModelsEfficient Latent Reasoning

  57. DiscoLoop: Looping Discrete Embeddings and Continuous Hidden States for Multi-hop Reasoning

    Jul 1, 2026Hengyu Fu, Tianyu Guo, Zixuan Wang +5Multi-Hop ReasoningHidden States

  58. Reinforcement Learning with Metacognitive Feedback Elicits Faithful Uncertainty Expression in LLMs

    Jun 30, 2026Gabrielle Kaili-May Liu, Avi Caciularu, Gal Yona +2MetacognitionLarge Language Model Uncertainty

  59. CoLT: Teaching Multi-Modal Models to Think with Chain of Latent Thoughts

    Jun 30, 2026Lianyu Hu, Shengqian Qin, Zeqin Liao +4Efficient Latent ReasoningMulti-Modal Large Language Models

  60. Breaking Failure Cascades: Step-Aware Reinforcement Learning for Medical Multimodal Reasoning

    Jun 30, 2026Junha Jung, Minbyul Jeong, Suhyeon Lim +5Multimodal Clinical DataReasoning Failures