Large Language Model Reasoning

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Period ending 2026-09-21

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  1. Solver-Guided Reasoning for Mixed-Equilibrium Strategies

    Aug 7, 2026Han Wang, Philippe Beardsell, Boning Li +4EquilibriumMonte Carlo Tree Search

  2. CrossTracer: Cross-Embodiment Navigation via VLA Model Reasoning and Trace Residuals Adapting

    Aug 7, 2026Yao Wang, Siyuan Wang, Zhirui Sun +4TraversabilityReasoning Traces

  3. RP-OPSD: Reasoning-Pivot-Guided On-Policy Self-Distillation for Multilingual Reasoning Transfer

    Aug 6, 2026Xinye Wang, Junxiao Liu, Shujian HuangMultilingual ReasoningLarge Language Model Reasoning

  4. On-Policy Delta Distillation for Multilingual Math Reasoning

    Aug 6, 2026Byeongho Heo, Jaehui Hwang, Sangdoo Yun +1Multilingual ReasoningLarge Language Model Post-Training

  5. Reasoning Errors Have a Region and a Direction in the Residual-Stream Trajectory of LLMs

    Aug 6, 2026Hamed Damirchi, Ignacio Meza De la Jara, Damith Ranasinghe +2Reasoning ErrorsReasoning Benchmark

  6. Refining Over Resampling: Test-Time Self-Correction for LLM Reasoning

    Aug 6, 2026Ahsan Bilal, Muhammad Ahmed Mohsin, Muhammad Umer +4Large Language Model ReasoningTest Time

  7. EffectLearner: World-Aware Object-Effect Reasoning for Real-World Video Object Removal

    Aug 6, 2026Feier Wu, Wanke Xia, Xu He +8Video Object RemovalCross-Modal Learning

  8. Hyper-ES: Effective Evolution Strategies for LLM Reasoning via Descent Direction Merging

    Aug 6, 2026Yu Gu, Zhi Zheng, Yunpeng Ba +3Large Language Model ReasoningEvolutionary Search

  9. Reasoning Core: Designing Broad Procedural Data for Completion-Supervised Reasoning Training

    Aug 5, 2026Damien Sileo, Valentin Lacombe, Dimitri KachlerTable Reasoning Datasets

  10. Chained Recursive Language Models for Multi-Iteration Reasoning

    Aug 5, 2026Purbesh Mitra, Sennur UlukusLarge Language Model ReasoningLarge Language Model Responses

  11. Does Out-of-Sight Equal Out-of-Mind in CoT Monitorability?

    Aug 5, 2026Pedro Ferreira, Wilker Aziz, Ivan TitovReasoning TracesChain-of-Thought Reasoning

  12. When Does Latent Communication Pay? A Causal Audit of Relayed KV Caches in Multi-Agent LLMs

    Aug 5, 2026Jiaming Cheng, Subhransu Das, Rajiv RamnathMulti-Agent Large Language ModelKey-Value Cache

  13. From Trajectories to Evidence: Auditable Experimental Records for Industrial Research Agents

    Aug 5, 2026Zijie Zhuang, Changxin Lao, Pengbo Xu +13Noisy Claim VerificationAutoresearch

  14. Fewer Tokens, Smaller Cache: Reward-Coordinated Efficient Reasoning

    Aug 5, 2026Qiyuan Zhu, Dezhi Li, Pengyu Cheng +8Large Reasoning ModelsKey-Value Cache Compression

  15. Easy to Complete, Hard to Choose: Investigating LLM Performance on the ProverbIT Benchmark

    Aug 5, 2026Enrico Mensa, Lorenzo Zane, Calogero Jerik Scozzaro +3Large Language Model PerformanceFigurative Language

  16. Evaluating Theory of Mind in Reasoning Models: Robustness over Reasoning

    Aug 5, 2026Ian B. de Haan, Peter van der Putten, Max van DuijnTheory-Of-Mind ReasoningLarge Reasoning Models

  17. HELENA:Hierarchical Sparse Coordination over a Union of Complementary Topologies for MAS

    Aug 5, 2026Zhifang Mao, Linyao Zheng, Xuhang Shi +1Multi-Agent SystemsMulti-Robot Systems

  18. ODRA: Synthesizing Cognitive Behavioral Therapy Sessions with Structured Chain-Of-Thought and Dynamic Patient Resistance

    Aug 5, 2026Javier Rodriguez-Juan, Hiba Arnaout, Jose Garcia-Rodriguez +2Cognitive Behavioral TherapySimulated Patients

  19. Thinking with Anchors: Grounded and Efficient Document Reasoning

    Aug 5, 2026Sichen Zhu, Yuchen Zhu, Wenzhuo Xu +13Visual Document RetrievalThinking

  20. Structured LLM Reasoning for Zero-Shot Human--Robot Coordination Under Hidden Goals

    Aug 5, 2026Dong Hae Mangalindan, Anand Gokhale, Francesco Bullo +1Human-Robot CollaborationTheory-Of-Mind Reasoning

  21. Perception Before Reasoning: Dynamic Latent Reasoning for Video Understanding and Question Answering

    Aug 4, 2026Haotian Xia, Zilin Xiao, Junbo Zou +2Video Question AnsweringVideo Understanding

  22. Test-Time Scaling in Reasoning LLMs: Inference Regimes, Evaluation, and Reproducibility

    Aug 4, 2026Mohsen Hariri, Weicong Chen, Nahal Shahini +11Test-Time ScalingInference-Time

  23. ReflectRL: Learning from Golden Negative Trajectories via Reflective-to-Direct Reasoning

    Aug 4, 2026Jinhe Bi, Chennan Zhou, Zengjie Jin +10Reasoning TrajectoryOn-Policy

  24. Sensitivity, Causality, and Repair Dissociate: A Layer-Wise Analysis of Perturbation Robustness and Its Scaling

    Aug 4, 2026Nathan Labiosa, David Buff, Ena Nayak +1Model ActivationsCausal Attention

  25. LatentGuard: Efficient and Inspectable Latent Reasoning for LLM Safeguards

    Aug 4, 2026Zhinan Liu, Jie Li, Mingyu Kang +1Large Language Model SafetyGuard

  26. Risky Business: Measuring The Faithfulness-Safety Tension

    Aug 4, 2026Dominik Meier, Luca Joshua Francis, Marco Bernhard Kaiser +3Large Language Model SafetyFaithfulness

  27. LiLa-WAM: Lightweight Latent Reasoning World-Action Model for Robotic Manipulation

    Aug 4, 2026Fan Yang, Yuting Su, Xiaobo Wang +7Efficient World-Action ModelLatent World Models

  28. Conditionally Identifiable Latent-Environment Modeling for Out-of-Distribution Recommendation

    Aug 4, 2026Qianqian Wang, Wenwu Gong, Yunshan Li +3RecommendationLatent Variable

  29. Soft Guidance Starts to Outperform CoT Prompting as LLMs Improve

    Aug 4, 2026Denys Pushkin, Albert Q. Jiang, Aryo Lotfi +2Instruction-Tuned ModelsChain-of-Thought Reasoning

  30. When Many Answers Are Valid, Voting Fails: Symbolic Verification for Best-of-K Causal Reasoning in LLMs

    Aug 4, 2026Omatharv Bharat Vaidya, Connor Thomas Jerzak, Zayne Rea Sprague +2Causal ReasoningReasoning Traces

  31. Balancing Efficiency and Efficacy: Training-Free Attention-Guided Switching Between Explicit and Latent Thoughts for MLLMs

    Aug 4, 2026Haoqian Kang, Liupeng Li, Kuofeng Gao +5Large Language Model ReasoningLatent Thoughts

  32. Shorter Reasoning, Earlier Answers? An Evaluation of Reasoning Interfaces

    Aug 4, 2026Francesca Carlon, Vincent Ginis, Andres AlgabaReasoning TracesMmlu-Pro

  33. The Tell-Tale Trace: Detecting Reasoning Failures in LLMs Using Chain-of-Thought Dynamics

    Aug 4, 2026Shashwat Sourav, Aishwarya BalwaniReasoning FailuresLarge Language Model Reasoning

  34. MoEGen: Mixture-of-Experts for Instance-Adaptive LoRA Generation

    Aug 4, 2026Yiming Zeng, Lei Lu, Zexin Li +9Low-Rank AdaptationMixture-Of-Expert Language Models

  35. The Ignition Is Real, and It Lives at the Readout: Latent composition, difficulty-clocked ignition, and the interface-constituted commit in a recurrent-depth reasoner

    Aug 4, 2026Simon Lam-MuirEfficient Latent ReasoningReadout

  36. Reachability Is Not Realization: Tracing the Sources of LLM Benchmark Gains

    Aug 4, 2026Yanchao Li, Wanhao Liu, Jiaqing Xie +4Reasoning BenchmarkReachability

  37. Don't Peek at the Answer: Outcome-Masked Group Relative Policy Optimization for Label-Free RLVR

    Aug 4, 2026Yongshi Ye, Liang Zhang, Yidong Chen +2Reinforcement Learning With Verifiable RewardGroup Relative Policy Optimization

  38. PAMT: Process-Aligned Reinforcement Learning for Multi-Domain Machine Translation

    Aug 4, 2026Yongshi Ye, Biao Fu, Chongxuan Huang +2Neural Machine Translation ModelsMachine Translation

  39. CVPO: Enhancing LLM Reinforcement Learning Reasoning via Value-Variance Adaptation and Dynamic Curriculum Learning

    Aug 4, 2026Ziqi Jia, Yalu Ouyang, Bo Pang +5Large Language Model ReasoningReinforcement Learning With Verifiable Reward

  40. TraceCAD: Trace-Guided Repair for Agentic CAD Generation

    Aug 4, 2026Fengxiao Fan, Jingzhe Ni, Fan Sang +5Text-To-CadComputer-Aided Design

  41. PI-Mem: Pushing Long-Context Reasoning to 3.6M Tokens with Parallel-Iterative Memory

    Aug 4, 2026Dawei Liu, Haixu Song, Shuang Cheng +9Efficient Long-Context InferenceLarge Language Model Memory

  42. TQLite: Multi-LLM Jury Guided Distillation for Real-time MQM Translation Quality Evaluation

    Aug 4, 2026Bhavin Jawade, Cameron R. WolfeMachine Translation QualityLarge Language Model Evaluation

  43. BODHI: Do LLMs Branch Out and Discover Heterogeneous Inferences?

    Aug 3, 2026Soumadeep Saha, Krish Sharma, Akshay Chaturvedi +1Large Language Model ReasoningReinforcement Learning With Verifiable Reward

  44. Evading Chain-of-Thought Monitoring Through Model Poisoning

    Aug 3, 2026Giorgio Severi, Shujaat Mirza, Blake Bullwinkel +1Reasoning TracesBackdoor Attacks

  45. GradCuit: Credit-Assigned Gradient Flow Enables Robust and Interpretable Test-Time Latent Reasoning

    Aug 3, 2026Zhaoxin Yu, Qi Shen, Hengli Li +4Efficient Latent ReasoningCredit Assignment

  46. Right Answer, Wrong Method: Shortcut Hacking Misleads the Evaluation of LLM Reasoning on Frontier Science Benchmarks

    Aug 3, 2026Xuan Ren, Weiqi Zhai, Tianle Pu +4Reasoning BenchmarkHacking

  47. A Human Audit of OpenAIs AI-Generated Mathematical Proofs

    Aug 3, 2026Mikołaj Sienicki, Krzysztof SienickiProofMathematics

  48. Beyond the Mean: Multi-Moment Policy Optimization for LLM Reasoning

    Aug 3, 2026Yijun Zhang, Yule Xie, Jiaxin Ding +4Large Language Model ReasoningMulti-Objective Policy Optimization

  49. Douyin Multimodal Embedding Model Technical Report

    Aug 3, 2026Haonan Chen, Chu Li, Zhicheng Wang +4Multimodal EmbeddingsMultimodal Learning

  50. How Much Does a Reasoning Summary Reveal? An Observability Ladder for Large Language Models

    Aug 3, 2026Andres Algaba, Francesca Carlon, Lynn Delcon +3Reasoning TracesReading

  51. HPFA: Hypergraph-Based Paired Failure Attribution for LLM Reasoning

    Aug 3, 2026Runchuan Zhu, Hongbin Lai, Bowen Jiang +4Reasoning FailuresLarge Language Model Reasoning

  52. Before Reasoning Can Fail: Pre-Evidence Procedural Failures in Agentic RAG

    Aug 3, 2026Daeyoung Roh, Donghee HanHievi-RagRetrieval-Augmented Generation Systems

  53. AdaThinkV: Adaptive Thinking for Token-Efficient Video Reasoning

    Aug 3, 2026Jingqi Tian, Haoji Zhang, Lin Chen +7Visual ReasoningThinking

  54. TRAM: Enhancing Multimodal Reasoning with Trajectory-Derived Auxiliary Memory

    Aug 3, 2026Kang Liu, Zijing Wang, Yongkang Liu +5Multimodal ReasoningReasoning Trajectory

  55. DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents

    Aug 3, 2026Huanyao Zhang, Jiepeng Zhou, Runhao Zhao +12Multimodal Search AgentsVision Sensors

  56. TCPO: Turn-Level Credit Policy Optimization

    Aug 3, 2026Sicong Liao, Zhi Chen, Yaohua TangReinforcement Learning With Verifiable RewardCredit Assignment

  57. Does Accuracy Equal Evidence? Reasoning Faithfulness under KV Cache Compression

    Aug 3, 2026Mengting Ai, Jingrui He, Yue GuoKey-Value Cache CompressionReasoning Traces

  58. PICTURE: Enhancing Theory-of-Mind in Large Language Models by Revealing, Not Hiding, Characters' Lack of Knowledge

    Aug 3, 2026Eojin Jeon, SangKeun LeeTheory-Of-Mind ReasoningLarge Language Model Reasoning

  59. Latent Thought Credit: Multi-Answer Credit Assignment for Latent Reasoning

    Aug 3, 2026Xuyang Zhao, Liting Zhang, Zichen Xu +4Latent ThoughtsCredit Assignment

  60. TraceCompiler: Skill-Guided Mining and Compilation of LLM Agent Traces into Mostly Deterministic Workflows

    Aug 3, 2026Salma El Yadouni, Guanyi LiMulti-Turn Tool-Use AgentReasoning Traces