Agentic Reasoning

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16 papers in the last four weeks, up 300% on the four weeks before. 0.2% of all new papers.

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  1. GraphCert: Bootstrap Agentic Graph Reasoning with Certified Evidence Rubrics

    Sep 30, 2026Weiqi Jiang, Yuchen Ying, Rui Wang +5Reasoning GraphsAgentic Reasoning

    Zhejiang University, Hangzhou, China · Nanyang Technological University, Singapore · Hangzhou City University, Hangzhou, China

  2. Thinking Before Thinking: Scaling Agentic Inference Through Meta-Reasoning

    Sep 29, 2026Paras Dahal, Anton Bakhtin, Taco Cohen +9Agentic ReasoningAgentic Inference

    Meta Superintelligence Labs

  3. Rational Clarification by Assistive Agents via Value-of-Information Reasoning

    Sep 29, 2026T. Duy Nguyen-Hien, Yee Whye Teh, Wee Sun Lee +1ClarificationAgentic Reasoning

    Department of Computer Science, National University of Singapore · Department of Statistics, University of Oxford · Agency for Science, Technology and Research (A*STAR)

  4. SGG-ReflAct: Sub-Goal Guided ReflAct with Structured Planning for Reliable Long-Horizon Reasoning

    Sep 28, 2026Jaeho Jung, Sung Hoon JungLarge Language Model PlanningHigh-Level Subgoal Generation

    Independent Researcher Seoul, Republic of Korea · Department of Applied Artificial Intelligence Hansung University Seoul, Republic of Korea

  5. Bayesian Active Learning for Intent Disambiguation in Interactive Robot Planning

    Sep 28, 2026Huao Li, Carson Sobolewski, Augustinos Saravanos +3Robot PlanningAgentic Reasoning

    Massachusetts Institute of Technology, Cambridge, MA, USA · GE Vernova

  6. USA: Update-aware SAM for Cross-domain On-Policy Disitllation of Language Agents

    Sep 28, 2026Qiyong Zhong, Mao Zheng, Mingyang Song +6Efficient On-Policy DistillationAgentic Reasoning

    University of Science and Technology of China · Foundation Model Department, Tencent · Zhejiang University +1

  7. When Can Agents Forget Their Reasoning? ICLR for Long-Horizon Agent Context Compression

    Sep 24, 2026Mingxuan Wang, Fei Luo, Bo Wang +6Long-Horizon AgentsAgentic Reasoning

    TierFlow Team · Gaoling School of Artificial Intelligence, Renmin University of China · Tsinghua University

  8. RACaP: Agentic Reasoning, Acting, and Coding as Policies for Evolvable Robot Learning

    Sep 24, 2026Zexi Li, Yehang Zhang, Haojian Huang +10Robot PoliciesScalable Robot Learning

    The Chinese University of Hong Kong · Knowin AI · The Hong Kong University of Science and Technology (Guangzhou)

  9. AdaHVLA: Adaptive Harnesses for Long-Horizon Vision-Language-Action Execution

    Sep 24, 2026Junyi Tang, Jie Peng, Zezhen Ding +2Agentic Reasoning

    UNC · USTC · HKUST +1

  10. Monitorable Chart Reasoning Agents via Verifiable Process Rewards

    Sep 21, 2026Sanchit Sinha, Oana Frunza, Kashif Rasul +1Reasoning GraphsChart

    University of Virginia, Charlottesville, VA, USA · Morgan Stanley, USA

  11. Distilling Foundation Models for Agentic What-If Reasoning:Cost, Latency, and Governance in a Hybrid LLM+SLM Architecture

    Sep 14, 2026Sourish Dey, Aditya KumarTabular Foundation ModelsAgentic Reasoning

    Machine Learning SumUp, Berlin

  12. Autonomous Chemical Mechanistic Discovery through Agentic Reasoning and Validation

    Sep 12, 2026Dong Li, Sixuan Mi, Zihao Ye +10ReactionResearch Automation

    Shanghai Artificial Intelligence Laboratory, Shanghai, China. · Institute for Advanced Study in Mathematics, Harbin Institute of Technology, Harbin, China. · School of Chemistry and Molecular Engineering, East China Normal University, Shanghai, China. +4

  13. VLX-VR: An Agentic-Aware Video Reasoning Model

    Sep 9, 2026Sheng Li, Peng Liu, Qianqian Zhang +1Video AgentAgentic Reasoning

    Om AI Research

  14. CT-SAFR: Safe and Interpretable Chain-of-Thought Reasoning for Autonomous Robots: A Multi-Layered Verification Framework for Trustworthy AI-Driven Robotic Decision Making

    Sep 9, 2026Cagri TemelAgentic ReasoningArtificial Intelligence Safety

    Hezarfen LLC Seattle, WA, USA · Grand Canyon University Phoenix, AZ, USA

  15. ReCite: Agentic Reasoning for Faithful Citation

    Sep 8, 2026Yuyang Huang, Bobo Li, Jiajia Song +4CitationsAgentic Reasoning

    School of Cyber Science and Engineering, Wuhan University · National University of Singapore

  16. Eliciting Self-Verification in Multimodal Reasoning Agents with Reinforcement Learning

    Sep 7, 2026Vishwas Sathish, Viresh Ranjan, Xinliang Zhu +2Multimodal AgentsAgentic Reasoning

    University of Washington · Seattle, WA, USA · Amazon +1

  17. VeriPhy: Agentic Physical Reasoning for World Model Evaluation and Refinement

    Sep 2, 2026Wenzhuo Xu, Yuchen Zhu, Chongjian Ge +8Physical PlausibilityGeneration Provenance

    1Carnegie Mellon University · 2Georgia Institute of Technology · 4Adobe Research +1

  18. Token-Efficient Data Reasoning Agents via Adaptive Structuring of Unstructured Data

    Aug 31, 2026Milad Rezaei Hajidehi, Qitong Wang, Stratos IdreosData Science AgentsUnstructured Data

    Harvard University · Cambridge, Massachusetts, USA

  19. Perceive to Hypothesize, Verify to Ground: An Agentic Reasoning Framework for Open-World Geo-Localization

    Aug 30, 2026Yutian Jiang, Ruijie Li, Sisuo Lyu +4Cross-View Geo-LocalizationGrounding

    The Hong Kong University of Science and Technology (Guangzhou) · The Hong Kong University of Science and Technology

  20. SkillForge: Compositional Skill Synthesis with Verification-in-the-Loop for Generating Formally Verified Dafny Programs

    Aug 30, 2026Yanming Liu, Xinyue Peng, Jiannan Cao +2Llm-Driven Code SynthesisFormal Verification

    Zhejiang University · Southeast University · MIT +2

  21. QuantumMind: Constraint-Grounded Agentic Reasoning for Speedup Analysis in Quantum Computing

    Aug 7, 2026Yijing Zuo, Zhe Fu, Zihan Nie +2Quantum Computational AdvantageDecode Speedup

    University of Illinois at Urbana-Champaign · Rensselaer Polytechnic Institute · Ohio State University

  22. Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning

    Aug 7, 2026Shibo Gao, Peipei Yang, Xu-Yao Zhang +1Training-Free Video Anomaly DetectionFine-Grained Video Understanding

    School of Electronic and Information Engineering, Beijing Jiaotong University, Beijing 100044, China. · Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China. · State Key Laboratory of Multimodal Artificial Intelligence Systems, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China.

  23. Argus: A General-Purpose Agentic Reasoning Runtime for Long-Horizon Tasks

    Aug 5, 2026Boxiu Li, Zimo Wen, Yijia Fan +24Agentic ReasoningAgentic

    Argus Team

  24. InsightEmb: Learning Action-Intent Embeddings for Agentic Insight Retrieval

    Aug 5, 2026Tsz Ting Chung, Jiangnan Li, Jie Zhou +1Agentic ReasoningInsights

    1The Hong Kong University of Science and Technology · 2WeChat AI, Tencent

  25. Local verification cannot detect non-transportability: a cohomological theory of context preservation in agentic reasoning

    Aug 4, 2026Suyash MishraSelf-VerificationAgentic Reasoning

    AI researcher, Zürich, Switzerland

  26. CastFSR: A Fast--Slow--Reflect Agentic Reasoning Framework for Context-Aware Time Series Forecasting

    Aug 4, 2026Xiaoyu Tao, Mingyue Cheng, Bokai Pan +6Retrieval-Augmented ForecastingContextual Reasoning

    State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China, Hefei, Anhui Province, China

  27. Agentic Graph Token Reasoning

    Aug 1, 2026Zhuoyi Peng, Yi YangCompact Latent Sensor TokensAgentic Reasoning

    The Hong Kong University of Science and Technology

  28. Symbolic Attack Chain Generation from Atomic Red Team Techniques: An Empirical Study of Predicate Representation Granularity

    Jul 31, 2026Ramya VarunsegarRed-TeamingSymbolic Predicates

  29. Beacon: Knowing When and How to Perform Agentic Visual Reasoning

    Jul 30, 2026Qixun Wang, Yang Shi, Letian Cheng +11Visual ReasoningAgentic Reasoning

    Peking University · Kling Team · HKUST(GZ) +3

  30. FaithEyes: Towards Faithful Tool Use via Multi-Agent Process-Image Self-Verification

    Jul 30, 2026Haoqing Wang, Xingrun Xing, Ziheng Li +2Recent Vision-Language ModelsMultimodal Reasoning

    Samsung Research, Beijing, China · Peking University

  31. PIE-APT: Abductive Planning over Temporal Dynamic Knowledge Graphs via Incremental Reasoning

    Jul 29, 2026Amir Hossein Sharafi, Alireza ShahbaziClassical PlanningAbductive Reasoning

    Najm · Department of Mathematics, Tafresh University

  32. Think Short, Defer Smart, Act, and Repeat: Calibrated Reasoning and Uncertainty-Aware Deferral for Edge LLM Agents

    Jul 29, 2026Amirmohammad Farzaneh, Osvaldo SimeoneAgentic ReasoningLarge Language Model Agents

    Institute for Intelligent Networked Systems (INSI) Northeastern University London London, UK

  33. ODYSSE: Episode-wise Policy Optimization for Personalized Agentic Reasoning

    Jul 28, 2026Jiaqi Zhang, Tong Chen, Junliang Yu +2Agentic ReasoningAgentic Optimization

    The University of Queensland · Griffith University

  34. Agentic Root Cause Analysis through Evidence-Grounded Reasoning

    Jul 24, 2026Amaury Wei, Olga FinkRoot Cause AnalysisMultimodal Industrial Anomaly Detection

    EPFL - IMOS Laboratory CH-1015 Lausanne Switzerland

  35. Nanbeige4.2-3B: Unlocking Agentic Capabilities in a Compact Model

    Jul 24, 2026Nanbeige Lab, :, Chen Yang +23Agentic ReasoningAgentic Benchmarks

    Nanbeige LLM Lab, Boss Zhipin

  36. Analogical Deep Research: Retrieving and Integrating Historical Analogies for Foresight Analysis

    Jul 15, 2026Yongqiang Chen, Guangyi Chen, Yuewen Sun +1AnalogyAgentic Reasoning

    1Mohamed bin Zayed University of Artificial Intelligence · 2Carnegie Mellon University

  37. Evidence-Grounded Verified Agentic Reasoning: A Path Toward Eliminating LLM Hallucination in Empirical Inference via Tool-Attested Kernel Proofs

    Jul 14, 2026Junyu RenEvidence-Grounded QuestionsAgentic Reasoning

    Committee on Computational and Applied Mathematics, University of Chicago, Chicago, IL, USA.

  38. The Emerging Paradigm of Geospatial Foundation Models: From Pre-Training to Agentic Reasoning

    Jul 13, 2026Shelley CazaresGeospatial Foundation ModelsWireless Foundation Models

    Google Public Sector, Washington DC 20001, USA

  39. Cost-Effective Agent Harnesses for Abstract Reasoning and Generalization on ARC-AGI-1

    Jul 7, 2026Kabir Moghe, Peter ChinAgentic ReasoningTest Time

    Department of Computer Science Dartmouth College

  40. Forethought: Verifiable Reasoning from Neurosymbolic Primitive Programming

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

    CoreThink AI · UC San Diego

  41. VideoSearcher: Empowering Video Deep Research with Multi-Tool Agentic Reasoning via Reinforcement Learning

    Jul 3, 2026Zhenkun Gao, Yicheng Bao, Jinlong Peng +13Multimodal Search AgentsLong Videos

    East China Normal University · Tencent Youtu Lab · HFIPS, Chinese Academy of Sciences +3

  42. Homer: Understanding Long-form Videos with Hierarchical Memory and Agentic Reasoning

    Jul 1, 2026Yixin Ji, Fanghua Ye, Juntao Li +5Multi-Hop ReasoningAgentic Reasoning

    1Soochow University · 2Tencent Hunyuan Multimodal Department

  43. SP-Mind: An Autonomous Reasoning Agent for Spatial Proteomics Analysis

    Jun 23, 2026Yucheng Yuan, Yuanfeng Ji, Zhongxiao Li +1Agentic ReasoningTissue

    Department of Computer Science, Stanford University, Stanford, USA · Department of Radiation Oncology, Stanford University, Stanford, USA

  44. VADAOrchestra: Neurosymbolic Orchestration of Adaptive Reasoning Workflows

    Jun 21, 2026Teodoro Baldazzi, Luigi Bellomarini, Andrea Coletta +4Agentic ReasoningNeuro-Symbolic Framework

    TU Wien · Banca d’Italia · University of Warwick

  45. Learning the ARTS of Search for Automated Discovery

    Jun 20, 2026Gurusha Juneja, Arnav Kumar Jain, Deepak Nathani +2Tree SearchAgentic Reasoning

    University of California, Santa Barbara · Université de Montréal and Mila- Quebec AI Institute

  46. SciLens: Multi-modal Scientific Claim Verification with Agentic Entailment and Grounding

    Jun 18, 2026Yueming Wang, Tianshi Zheng, Jiaxin Bai +3Category-Aware Atomic ClaimsReference-Guided Multimodal In-Context Verification

    The Hong Kong University of Science and Technology Hong Kong SAR, China · NVIDIA AI Technology Center Santa Clara, USA

  47. WEQA: Wearable hEalth Question Answering with Query-Adaptive Agentic Reasoning

    Jun 16, 2026Yuwei Zhang, Tong Xia, Bianca Emmerich +5Wearable DevicesAgentic Reasoning

    University of Cambridge · Tsinghua University · University College London +2

  48. A T-API-Compliant ReAct Agentic Loop for Optical Networks: Generic vs. Domain-Specific Tool Abstractions

    Jun 16, 2026Seyed Morteza Ahmadian, Paolo Monti, Carlos NatalinoOptical NetworksAgent Loop

    Department of Electrical Engineering, Chalmers University of Technology, Gothenburg, Sweden.

  49. Teaching agentic AI to generalize expert diagnostic reasoning in rare diseases

    Jun 15, 2026Minh-Ha Nguyen, Erica Gray, Bryce A. Schuler +16Rare DiseaseReal-World Clinical Workflows

    Department of Epidemiology, Vanderbilt University, Nashville, TN, USA · Department of Pediatrics, Vanderbilt University Medical Center, Nashville, TN, USA · Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA +4

  50. Nemotron 3 Ultra: Open, Efficient Mixture-of-Experts Hybrid Mamba-Transformer Model for Agentic Reasoning

    Jun 12, 2026NVIDIA, :, Aaron Blakeman +571Hybrid Mamba-Transformer ModelAgentic Reasoning

    Allan

  51. Selective Agentic Recovery for UAV Autonomy with a Persistent Mission Runtime

    Jun 12, 2026Taewoo Park, Kyeonghyun Yoo, Seunghyun Yoo +1Human-Centric Mission PlanningUnmanned Aerial Vehicles

    Department of Electrical and Electronic Engineering Korea University

  52. Counterexample Guided Learning in the Large using Reasoning Agents

    Jun 9, 2026Hongyi Liu, Frederic Sala, Thomas Reps +1InductionCounterexample

    Department of Computer Sciences, University of Wisconsin-Madison

  53. Evaluating Research-Level Math Proofs via Strict Step-Level Verification

    Jun 9, 2026Yifeng SunResearch-Level MathematicsAgentic Reasoning

    Independent Researcher

  54. Skill-3D: Evolving Scene-Aware Skills for Agentic 3D Spatial Reasoning

    Jun 5, 2026Haoyuan Li, Zhengdong Hu, Jun Wang +23D Spatial ReasoningAgentic Reasoning

    Zhejiang University, Hangzhou, China · University of Technology Sydney, Sydney, Australia · OPPO Research Institute, Shenzhen, China

  55. Harnessing Generalist Agents for Contextualized Time Series

    Jun 3, 2026Zihao Li, Kaifeng Jin, Yuanchen Bei +8Temporal ReasoningTime Series

    University of Illinois Urbana-Champaign

  56. DAR: Deontic Reasoning with Agentic Harnesses

    Jun 3, 2026Guangyao Dou, William Jurayj, Nils Holzenberger +1Agentic ReasoningEthics

    Johns Hopkins University · Télécom Paris, Institut Polytechnique de Paris

  57. R-APS: Compositional Reasoning and In-Context Meta-Learning for Constrained Design via Reflective Adversarial Pareto Search

    Jun 3, 2026João Pedro Gandarela, Thiago Rios, Stefan Menzel +1Large Language Model PlanningAgentic Reasoning

    Idiap Research Institute, Switzerland · École Polytechnique Fédérale de Lausanne (EPFL), Switzerland · Honda Research Institute Europe, Germany +2

  58. MIRAGE: Mobile Agents with Implicit Reasoning and Generative World Models

    Jun 3, 2026Zhichao Yang, Yuanze Hu, Haojie Hao +7Agentic ReasoningEfficient Latent Reasoning

    Beihang University · Northwestern Polytechnical University · Institute of Software, Chinese Academy of Sciences +2

  59. Cascading Hallucination in Agentic RAG: The CHARM Framework for Detection and Mitigation

    Jun 3, 2026Saroj MishraAgentic Retrieval-Augmented Generation SystemsAgentic Reasoning

    University of North Dakota

  60. Deliberate Evolution: Agentic Reasoning for Sample-Efficient Symbolic Regression with LLMs

    Jun 3, 2026Xinyu Pang, Zhanke Zhou, Xuan Li +5Symbolic RegressionLarge Language Models(Llms

    Beijing National Research Center for Information Science and Technology (BNRist), Department of Automation, Tsinghua University, Beijing, P.R. China · TMLR Group, Department of Computer Science, Hong Kong Baptist University · Lenovo Research