Evidence-Grounded Reasoning

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17 papers in the last four weeks, down 19% on the four weeks before. 0.1% of all new papers.

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  1. JevGPT: Thinking Fast and Slow in Autonomous Research

    Oct 13, 2026Yasheng Sun, Yanning Dai, Yimeng Chen +9Autonomous Research AgentsEvidence-Grounded Reasoning

    King Abdullah University of Science and Technology (KAUST)

  2. ACED: Reference-Anchored Aggregation of Natural-Language and Executable Evidence for Mathematical Reasoning

    Oct 12, 2026Yiyi Lu, Jiaxiang Geng, Bing LuoLLM Mathematical ReasoningLLM Reasoning

    1Duke Kunshan University · 2The University of Hong Kong

  3. OWLET: On-Policy Weighted Learning via Evidence Transfer for Video Large Language Model Post-Training

    Oct 9, 2026Qitan Lv, Ke Fan, Hong Wang +5Video-Language ModelsLarge Vision-Language Models

    University of Science and Technology of China · Shanghai AI Laboratory · Tsinghua University

  4. From Evidence to Action: How Tool-Using Agents Fail

    Oct 6, 2026Hongzhan Lin, Shidong Cao, Ziyang Luo +3Agent Failure AnalysisEvidence-Grounded Reasoning

    National University of Singapore · Hong Kong Baptist University · Amazon Web Services +1

  5. Cite What You Explore: Budget-Aware LLM Reasoning over Medical KGs with Verifiable Evidence

    Oct 6, 2026Chen Chen, Dongjie Wang, Mei Liu +1LLM Reasoning with GraphsEvidence-Grounded Reasoning

    Electrical Engineering and Computer Science, University of Kansas, USA · Health Outcomes and Biomedical Informatics, University of Florida, USA

  6. Proof-Grounded Patient-Specific Clinical Explanations from Knowledge-Graph Reasoning

    Oct 5, 2026Surajit DasData ProvenanceEvidence-Grounded Reasoning

  7. Calibrated Answers About Randomized Trials From a 4-Billion-Parameter Open Model: A Registered Test and a License-Clean Release

    Oct 4, 2026Johann Emmanuel LiClinical Language Model EvaluationEvidence-Grounded Reasoning

  8. Are We Measuring Scientific Intelligence? Rethinking the Evaluation of AI Scientists

    Oct 4, 2026Kate Zhang, Yuante LiAI Agent EvaluationEvidence-Grounded Reasoning

    School of Computer Science Carnegie Mellon University Pittsburgh, PA 15213

  9. GLoC-EHR: Evidence-Cited Clinical Reasoning over Global Context and Local EHR Events

    Oct 1, 2026Chaiho Shin, Kwangsoo KimEvidence-Grounded ReasoningClinical Outcome Prediction

    Interdisciplinary Program of Medical Informatics, Seoul National University College of Medicine · Department of Transdisciplinary Medicine, Seoul National University Hospital · Center for Data Science, Healthcare AI Research Institute, Seoul National University Hospital +1

  10. SEAR: Spoofing Evidence-Grounded Audio Reasoning Benchmark for Audio Language Models

    Sep 30, 2026Rong Wan, Suliu Qin, Jiaxi Li +5Audio-Language Model EvaluationAudio Deepfake Detection

    University of Surrey · Singapore University of Technology and Design · Guangxi University +1

  11. EHR-RobustGym: Benchmarking and Training Agents for Robust Clinical Reasoning

    Sep 30, 2026Yitong Qiao, Yancheng Jin, Lei Liu +4Evidence-Grounded ReasoningAI Agent Benchmarks

    Zhejiang University · Ant Healthcare, Ant Group

  12. PathAnchor: Path-Structured Evidence for Scientific Agents

    Sep 30, 2026Qiuhui Chen, Jiafan Lu, Shuaimin Tang +5Evidence-Grounded ReasoningScientific QA

    School of Information Science and Engineering, East China University of Science and Technology · College of Intelligent Robotics and Advanced Manufacturing, Fudan University · Tencent

  13. AffectReveal: Event-Grounded Emotion Recognition Beyond Visual Appearances

    Sep 29, 2026Yihao Qian, Runhao Zeng, Sicheng Zhao +3Evidence-Grounded ReasoningMultimodal Emotion Recognition

    South China University of Technology, Guangzhou, China · Shenzhen MSU-BIT University, Shenzhen, China · Tsinghua University, Beijing, China

  14. Can LLMs Value the Right Evidence? Evidence-Value Misalignment in Dynamic Medical Diagnosis

    Sep 28, 2026Kehua Feng, Yunsheng Lu, Yitong Qiao +5LLM EvaluationEvidence-Grounded Reasoning

    Zhejiang University · Ant Healthcare, Ant Group

  15. Evidence-Inference Reconstruction: When The Evidence Is Recalled But The Reasoning Goes Wrong

    Sep 27, 2026Megan Diehl, Ser-Nam LimMulti-Hop QAEvidence-Grounded Reasoning

    University of Central Florida

  16. When Evidence Changes the Subject: Subject-Typed Claim Licensing for Learned Routing

    Sep 27, 2026Jian Chen, Zixuan YuanEvidence-Grounded ReasoningScientific Claim Verification

    The Hong Kong University of Science and Technology (Guangzhou), China

  17. Counterfactual Self-Evolving Agents for Evidence-Grounded Reasoning

    Sep 26, 2026Xing Han, Yuxin Wang, Chen Chen +8Self-Evolving AgentsEvidence-Grounded Reasoning

    Johns Hopkins University · MIT · University of Texas at Austin +1

  18. EviGraph: Proof-Carrying Selective Recommendation over Temporal Public-Service Knowledge Graphs

    Sep 21, 2026Yixi Zhou, Sikun Wang, Lei Fan +1Recommender SystemsEvidence-Grounded Reasoning

    Hong Kong Baptist University · Tokyo University of Science · University of Illinois Urbana-Champaign +1

  19. BioPhys-Bridge: A Benchmark for Interdisciplinary Scientific Reasoning in Physics-Grounded Biological Research

    Sep 15, 2026Qingyang XuEvidence-Grounded ReasoningScientific Reasoning in Language Models

    Independent Researcher Shanghai, China

  20. HypoKG: Evidence-Disciplined Biomedical Hypothesis Generation Beyond Endpoint Knowledge

    Sep 10, 2026Dominic Okonkwo, Adetayo Okunoye, Ismailcem Budak ArpinarLLM Reasoning with GraphsEvidence-Grounded Reasoning

    School of Computing University of Georgia

  21. Sci-MMR: Benchmarking Multi-Step Evidence-Grounded Scientific Reasoning in Multimodal Agents

    Sep 10, 2026Jiaqiang Li, Yajie Yang, Zhiheng Xi +15Evidence-Grounded ReasoningScientific Reasoning

    Fudan NLP Lab · Fudan NLP Group

  22. Compute-Bounded Security Assurance - Coverage, Verification, and Response under Resource Constraints

    Sep 7, 2026Jithin VG, Ditto PSAI AssuranceEvidence-Grounded Reasoning

    Bud Ecosystem

  23. SCIRIGOR:Evaluating Open-Ended Scientific Analysis Beyond Final Scores

    Sep 5, 2026Bowen Liu, Shuo Nie, Bodong Du +1LLM Agent EvaluationEvidence-Grounded Reasoning

    HKUST · Alibaba Group

  24. Learning Evidence Sufficiency Boundaries for Selective Answering in Grounded Multi-Hop QA

    Sep 1, 2026Haruto Sato, Yuki Tanaka, Ren Nakamura +2Multi-Hop QAEvidence-Grounded Reasoning

    Independent Researcher

  25. Does This Moment Justify the Recommendation? Counterfactual Behavior-Grounded Evidence Retrieval for Personalized Video Recommendation

    Sep 1, 2026Xin LiuTemporal Video GroundingEvidence-Grounded Reasoning

  26. Evidence-Bounded Mental Health Reasoning from Heterogeneous Speech Protocols

    Aug 31, 2026Chengyuan Gao, Jiang Wu, Tao Lu +4Evidence-Grounded ReasoningDepression Detection

    Beijing University of Posts and Telecommunications · Harbin Institute of Technology · Renyixun Health Technology Co., Ltd. +2

  27. MedAgent-R1: Faithfulness-Aware Reinforcement Learning for Evidence-Grounded Medical Reasoning

    Aug 31, 2026Jiangwang Chen, Chenghao Zhang, Hengxing CaiLLM Hallucination MitigationEvidence-Grounded Reasoning

    Tsinghua University · DP Technology

  28. Lazy Grounding: Attacking Search Agents with Factual Evidence

    Aug 31, 2026Yulin Zhang, Yukun Huang, Sanxing Chen +4Evidence-Grounded ReasoningRAG Poisoning Attacks

    Duke University, Durham, NC 27708, USA

  29. SPARK: Skeleton-Guided Reasoning Synthesis from Large-Scale Scientific Literature

    Aug 31, 2026Yu Li, Wei Li, Xin Gao +4Evidence-Grounded ReasoningScientific Reasoning

    Shanghai AI Laboratory · University of Science and Technology of China · 1Shanghai AI Laboratory 2University of Science and Technology of China +5

  30. Do Multimodal LLMs See Before They Read? Diagnosing Contextual Sycophancy

    Aug 30, 2026Yi-Cheng Lai, Hen-Hsen HuangLLM SycophancyEvidence-Grounded Reasoning

    Institute of Information Science, Academia Sinica Taipei, Taiwan