Agentic Reasoning

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9 papers in the last 28 days · 0.1% of indexed attention

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Period ending 2026-09-21

1 new paper

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Period ending 2026-09-14

6 new papers

A weekly snapshot of new work published in Agentic Reasoning.

Period ending 2026-09-07

4 new papers

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126 papers

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  1. DAR: Deontic Reasoning with Agentic Harnesses

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

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

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

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

    Jun 3, 2026Xinyu Pang, Zhanke Zhou, Xuan Li +5Symbolic RegressionAgentic Reasoning

  4. Hedge-Bench: Benchmarking Agents on Hard, Realistic Tasks Pertaining to Financial Reasoning

    Jun 2, 2026Eric Cho, Shawn Huang, Alice Lu +1Finance BenchmarksAgentic Benchmarks

  5. TSQAgent: Rating Time Series Data Quality via Dedicated Agentic Reasoning

    Jun 2, 2026Shunyu Wu, Dan Li, Haozheng Ye +6Data QualityAgentic Reasoning

  6. Perceive Before Reasoning: A Pre-Reasoning Perception Framework for Efficient and Reliable Proactive Mobile Agents

    Jun 2, 2026Zhijie Ding, Weinan Hong, Zicheng Zhu +6ProactiveAgentic Reasoning

  7. PhotoCraft: Agentic Reasoning with Hierarchical Self-Evolving Memory for Deep Image Search

    Jun 2, 2026Kailin Lyu, Zhiqiang Yuan, Jianwei He +9Multimodal Search AgentsMulti-Modal Large Language Models

  8. Inducing Reasoning Primitives from Agent Traces

    Jun 2, 2026Zhihan Lei, Jiarui Yan, Joshua Momo +1Agentic ReasoningLarge Language Model Agents

  9. Adaptive Latent Agentic Reasoning

    Jun 1, 2026Dongwon Jung, Peng Shi, Yi Zhang +2Agentic ReasoningEfficient Latent Reasoning

  10. QoEReasoner: An Agentic Reasoning Framework for Automated and Explainable QoE Diagnosis in RANs

    Jun 1, 2026Qizhe Li, Haolong Chen, Shan Dai +5Root Cause AnalysisAgentic Reasoning

  11. Token Predictors Are Not Planners: Building Physically Grounded Causal Reasoners

    Jun 1, 2026Zheng Lu, Mingqi Gao, Qinlei Xie +8Classical PlanningEmbodied Agents

  12. CAREAgent: Clinical Agent with Structured Reasoning and Tool-Integrated for Order Generation

    May 31, 2026Ruihui Hou, Ziyue Huai, Chennuo Zhang +5Clinical ReasoningMedical Report Generation

  13. MindClaw: Closed-Loop Embodied Mental-State Reasoning for Precision Intervention

    May 31, 2026Ruoxuan Zhang, Qiaoqiao Wan, Zhengguang Wang +4Theory-Of-Mind ReasoningEmbodied Agents

  14. The Deterministic Horizon: When Extended Reasoning Fails and Tool Delegation Becomes Necessary

    May 29, 2026Dongxin Guo, Jikun Wu, Siu Ming YiuAgentic ReasoningReasoning Failures

  15. MindZero: Learning Online Mental Reasoning With Zero Annotations

    May 29, 2026Shunchi Zhang, Jin Lu, Chuanyang Jin +3Theory-Of-Mind ReasoningAgentic Reasoning

  16. DynaTree: Dynamic Agentic Retrieval Tree for Time-Sensitive News Retrieval

    May 29, 2026Siyuan Qi, Xinyuan Wang, Yingxuan Yang +5Agentic RetrievalHeadlines

  17. HypoAgent: An Agentic Framework for Interactive Abductive Hypothesis Generation over Knowledge Graphs

    May 29, 2026Yisen Gao, Yixi Cai, Tianshi Zheng +2Hypothesis GenerationAbductive Reasoning

  18. MAVEN: Improving Generalization in Agentic Tool Calling

    May 29, 2026Omkar Ghugarkar, Vishvesh Bhat, Muhammad Ahmed Mohsin +1Agentic ReasoningTool

  19. Agent Explorative Policy Optimization for Multimodal Agentic Reasoning

    May 27, 2026Minki Kang, Shizhe Diao, Ryo Hachiuma +4Agentic ReasoningMultimodal Agents

  20. UserHarness: Harnessing User Minds for Stronger Agent Theory-of-Mind

    May 26, 2026Cheng Qian, Jiayu Liu, Heng JiTheory-Of-Mind ReasoningAgentic Reasoning

  21. VeriTrace: Evolving Mental Models for Deep Research Agents

    May 25, 2026Haolang Zhao, Yunbo Long, Lukas Beckenbauer +1Deep ResearchAgentic Reasoning

  22. CausaLab: A Scalable Environment for Interactive Causal Discovery Toward AI Scientists

    May 25, 2026Junlin Yang, Dylan Zhang, Xiangchen Song +7Causal Foundation ModelsAgentic Reasoning

  23. Test-Time Deep Thinking to Explore Implicit Rules

    May 24, 2026Wentong Chen, Xin Cong, Zhong Zhang +8Agentic ReasoningReasoning Trajectory

  24. SAM: State-Adaptive Memory for Long-Horizon Reasoning Agent

    May 23, 2026Yuyang Hu, Hongjin Qian, Shuting Wang +5Long-Horizon AgentsAgent Memory

  25. Co-ReAct: Rubrics as Step-Level Collaborators for ReAct Agents

    May 22, 2026Jiazheng Kang, Bowen Zhang, Zixin Song +4Search AgentsAgentic Reasoning

  26. Efficient Agentic Reasoning Through Self-Regulated Simulative Planning

    May 21, 2026Mingkai Deng, Jinyu Hou, Lara Sá Neves +4Large Language Model PlanningAgentic Reasoning

  27. From Prompts to Pavement Through Time: Temporal Grounding in Agentic Scene-to-Plan Reasoning

    May 19, 2026Ahmed Y. Gado, Omar Y. Goba, Alaa Hassanein +2Temporal GroundingAgentic Reasoning

  28. Agentic Cost-Aware Query Planning with Knowledge Distillation for Big Data Analytics

    May 18, 2026Mahdi Naser-MoghadasiData LakesCost-Aware

  29. DISA: Offline Importance Sampling for Distribution-Matching LLM-RL

    May 17, 2026Shaobo Wang, Yujie Chen, Yafeng Sun +9Importance SamplingDistributional Learning

  30. ATLAS: Agentic or Latent Visual Reasoning? One Word is Enough for Both

    May 14, 2026Ziyu Guo, Rain Liu, Xinyan Chen +1Latent Visual ReasoningVisual Reasoning

  31. Hypergraph Enterprise Agentic Reasoner over Heterogeneous Business Systems

    May 14, 2026Ling Wang, Xin Liu, Songnan Liu +8Agentic ReasoningHypergraphs

  32. Why We Need World Models for AGI: Where LLMs Fail and How World Models May Outperform

    May 13, 2026Feisal Alaswad, Batoul Aljaddouh, Maher Alrahhal +2Latent World ModelsEfficient Latent Reasoning

  33. Speculative Interaction Agents: Building Real-Time Agents with Asynchronous I/O and Speculative Tool Calling

    May 13, 2026Coleman Hooper, Minwoo Kang, Suhong Moon +7Agentic Tool UseAgentic Reasoning

  34. EGL-SCA: Structural Credit Assignment for Co-Evolving Instructions and Tools in Graph Reasoning Agents

    May 11, 2026Zike Yuan, Yukun Cao, Han Zhang +7Reasoning GraphsAgentic Reasoning

  35. Verifiable Process Rewards for Agentic Reasoning

    May 11, 2026Huining Yuan, Zelai Xu, Huaijie Wang +6Reinforcement Learning With Verifiable RewardVerifiable Rewards

  36. M2A: Synergizing Mathematical and Agentic Reasoning in Large Language Models

    May 11, 2026Junjian Wang, Xin Zhou, Qiran Xu +1Agentic ReasoningMathematical Reasoning

  37. Empowering VLMs for Few-Shot Multimodal Time Series Classification via Tailored Agentic Reasoning

    May 10, 2026Lin Li, Jiawei Huang, Qihao Quan +7Time-Series ClassificationFew-Shot Learning

  38. Learning to Explore: Scaling Agentic Reasoning via Exploration-Aware Policy Optimization

    May 9, 2026Xingyuan Hua, Sheng Yue, Ju RenAgentic Reinforcement-Learning FrameworkAgentic Reasoning

  39. OTora: A Unified Red Teaming Framework for Reasoning-Level Denial-of-Service in LLM Agents

    May 9, 2026Xinyu Li, Ronghui Mu, Lin Li +2Language Model Evasion AttacksLarge Language Model Reasoning

  40. When Independent Sampling Outperforms Agentic Reasoning

    May 8, 2026Yihe Dong, Boris ShigidaAgentic Reasoning

  41. AIPO: Learning to Reason from Active Interaction

    May 8, 2026Junnan Liu, Linhao Luo, Thuy-Trang Vu +1Large Language Model ReasoningAgentic Reasoning

  42. SOD: Step-wise On-policy Distillation for Small Language Model Agents

    May 8, 2026Qiyong Zhong, Mao Zheng, Mingyang Song +5On-Policy DistillationLarge Language Model Reasoning

  43. Tools as Continuous Flow for Evolving Agentic Reasoning

    May 8, 2026Tairan Huang, Siyu Shang, Qiang Chen +2Agentic ReasoningAgentic Tool Use

  44. The Context Gathering Decision Process: A POMDP Framework for Agentic Search

    May 7, 2026Chinmaya Kausik, Adith Swaminathan, Nathan KallusLarge Language Model AgentsAgentic Reasoning

  45. When Does Critique Improve AI-Assisted Theoretical Physics? SCALAR: Structured Critic--Actor Loop for Agentic Reasoning

    May 7, 2026Vasilis Niarchos, Constantinos Papageorgakis, Alexander G. Stapleton +1Artificial Intelligence ScientistsCritique

  46. BALAR : A Bayesian Agentic Loop for Active Reasoning

    May 6, 2026Aymen Echarghaoui, Dongxia Wu, Emily B. FoxLarge Language Model ReasoningMulti-Turn Interactions

  47. HeavySkill: Heavy Thinking as the Inner Skill in Agentic Harness

    May 4, 2026Jianing Wang, Linsen Guo, Zhengyu Chen +8Agentic ReasoningAgent Harness

  48. Towards Understanding Specification Gaming in Reasoning Models

    May 4, 2026Kei Nishimura-Gasparian, Robert McCarthy, David LindnerLarge Reasoning ModelsAgentic Reasoning

  49. 6G Needs Agents: Toward Agentic AI-Native Networks for Autonomous Intelligence

    May 2, 2026Mohamed Amine Ferrag, Abderrahmane Lakas, Merouane DebbahArtificial Intelligence InfrastructureAgentic Reasoning

  50. Rewarding the Scientific Process: Process-Level Reward Modeling for Agentic Data Analysis

    Apr 27, 2026Zhisong Qiu, Shuofei Qiao, Kewei Xu +4Reliable Medical Process-Level Reward Model Evaluation FrameworkReasoning-Aware Reward

  51. Analytica: Soft Propositional Reasoning for Robust and Scalable LLM-Driven Analysis

    Apr 24, 2026Junyan Cheng, Kyle Richardson, Peter ChinAgentic ReasoningLarge Language Model Reasoning

  52. Separable Pathways for Causal Reasoning: How Architectural Scaffolding Enables Hypothesis-Space Restructuring in LLM Agents

    Apr 21, 2026John Alderete, Sebastian Benthal, Connie Xu +1Agentic ReasoningArtificial Intelligence Agents

  53. ARMove: Learning to Predict Human Mobility through Agentic Reasoning

    Apr 19, 2026Chuyue Wang, Jie Feng, Yuxi Wu +2MobilityHuman Motion Prediction

  54. PersonalHomeBench: Evaluating Agents in Personalized Smart Homes

    Apr 18, 2026Manasa Bharadwaj, Yolanda Liu, InJung Yang +5Smart HomesAgentic Reasoning

  55. AgentV-RL: Scaling Reward Modeling with Agentic Verifier

    Apr 17, 2026Jiazheng Zhang, Ziche Fu, Zhiheng Xi +13Agentic ReasoningLarge Language Model Reasoning

  56. IE as Cache: Information Extraction Enhanced Agentic Reasoning

    Apr 16, 2026Hang Lv, Sheng Liang, Hongchao Gu +5Agentic ReasoningCache

  57. SceneTeract: Probing and Improving Agent-Aware Activity Reasoning in 3D Indoor Scenes

    Mar 31, 2026Léopold Maillard, Francis Engelmann, Tom Durand +43D ScenesEmbodied Agents

  58. AgenticRAGTracer: A Hop-Aware Benchmark for Diagnosing Multi-Step Retrieval Reasoning in Agentic RAG

    Feb 22, 2026Qijie You, Wenkai Yu, Wentao ZhangAgentic BenchmarksAgentic Reasoning

  59. Neuro-Symbolic Strong-AI Robots with Closed Knowledge Assumption: Learning and Deductions

    Feb 18, 2026Zoran MajkicNeuro-Symbolic FrameworkAxiom

  60. ProAct: Harnessing Streaming Motion Generation and Agentic Reasoning for Real-Time Embodied Social Interaction

    Feb 15, 2026Zeyi Zhang, Zixi Kang, Ruijie Zhao +4ProactiveMultimodal Agents