Search-Augmented Reasoning

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5 papers in the last four weeks, up 25% on the four weeks before. 0.0% of all new papers.

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  1. Selection-Based Structured Reasoning: Toward Efficient Multimodal Search Agents

    Oct 1, 2026Feiyu Gavin Zhu, Xiaoyu Zhu, Jiqi Yang +9Multimodal Search AgentsMultimodal Agents

    Apple · Carnegie Mellon University

  2. On the (In)effectiveness of AMR Augmentation for Large Language Models

    Sep 30, 2026Hoa Quynh Nhung Nguyen, Jacopo Staiano, Michael SullivanSearch-Augmented ReasoningNatural Language Processing

    Saarland University · University of Trento

  3. BIRD: Distilling Decision Boundaries into Rationales for MLLM Adaptation

    Sep 27, 2026Anglin Liu, Yanlin Wu, Ruichao Chen +6Search-Augmented ReasoningMultimodal Large Language Models

    HKUST(GZ) · HKUST

  4. GraphSkillAA: Attribution-Guided Skill-Graph Updating with Targeted Validation and Rollback

    Sep 17, 2026Ziqiao Shang, Ling-Yue Ge, Lan-Zhe GuoUnsupervised Skill DiscoveryFrozen Language Model

    National Key Laboratory for Novel Software Technology, Nanjing University, Nanjing, China · School of Intelligence Science and Technology, Nanjing University, Suzhou, China

  5. CiteShade: Citation Laundering in Multi-Source Retrieval-Augmented Generation and Its Counterfactual Defense

    Sep 14, 2026Guo FuzhengAgentic Retrieval-Augmented Generation SystemsCitations

    City University of Hong Kong

  6. Compression Beyond the Uncompressed: A Two-Stage Training Recipe for Soft Context Compression in RAG

    Sep 4, 2026Shuyu Guo, Shuo Zhang, Zhaochun RenSearch-Augmented ReasoningData Compression Methods

    Shandong University Qingdao, China · Bloomberg London, United Kingdom · Leiden University Leiden, The Netherlands

  7. SCoNE: Selective Context-aware Neuron Editing for Robust Retrieval-Augmented Generation

    Sep 1, 2026Chaewon Kim, Seo Yeon ParkAgentic Retrieval-Augmented Generation SystemsSearch-Augmented Reasoning

    Hanyang University

  8. An Agentic Retrobiosynthesis Framework with Learned Frontier Selection

    Aug 31, 2026Philippe Meyer, Guillaume Gricourt, Thomas Duigou +2Large Language Model Policy OptimizationSearch-Augmented Reasoning

    1Université Paris-Saclay, INRAE, AgroParisTech, Micalis Institute, Jouy-en-Josas, France

  9. REER-PT: Reverse-Engineered Reasoning for Perplexity-Guided Pre-training Data Augmentation

    Aug 31, 2026Haoran Que, Jiajun Shi, Ting Huang +7Search-Augmented ReasoningNext-Token Prediction

    Peking University · ByteDance Seed · Work done at ByteDance Seed +1

  10. NeSy-RAG: Neuro-Symbolic RAG for Explainable Question Answering

    Aug 6, 2026Jonas Gann, Michael GertzHievi-RagSearch-Augmented Reasoning

    Data Science Group, Heidelberg University, Germany

  11. D2^2F-ReAG: Dynamic Decomposition and Filtering for Multi-Hop Reasoning-Augmented Generation

    Aug 5, 2026Jiaoyang Li, Junhao Ruan, Shengwei Tang +4Multi-Hop ReasoningSearch-Augmented Reasoning

    Northeastern University, Shenyang, China · Kunming University of Science and Technology, Kunming, China · NiuTrans Research, Shenyang, China

  12. RING: Retrieval-Internalized Generation for Continual Large-Scale Knowledge Injection

    Aug 3, 2026Shicheng Xu, Liang Pang, Liyi Chen +7Search-Augmented ReasoningMixture-Of-Experts

    State Key Laboratory of AI Safety, Institute of Computing Technology, CAS · University of Chinese Academy of Sciences · Xiaohongshu Inc.

  13. HindSearch: Trajectory-Level Hindsight Critique for Search-Augmented Reinforcement Learning

    Aug 3, 2026Haowei Liu, Jiamian Wang, Hsin-Tai Wu +2HindsightSearch Agents

    Santa Clara University Santa Clara, CA · Rochester Institute of Technology Rochester, NY · Independent Researcher Sunnyvale, CA

  14. BiCAA: Bidirectional Credit Assignment for Search-Augmented Agent

    Aug 2, 2026Yibin Huang, Bin Xu, Hailong Cao +1Search AgentsSearch-Augmented Reasoning

    Faculty of Computing, Harbin Institute of Technology

  15. PROGRESS: Coverage-guided RL to Train Search-augmented LLM Agent

    Aug 2, 2026Sudipta Paul, Vijay Srinivasan, Vivek Kulkarni +4Search-Augmented ReasoningDecomposition

    AI Center-Mountain View, Samsung Electronics

  16. Select-And-Extract: A Lightweight Plugin for Retrieval-Augmented Generation

    Aug 1, 2026Chenming Tang, Jiawei HanAgentic Retrieval-Augmented Generation SystemsSearch-Augmented Reasoning

    Peking University · University of Illinois Urbana-Champaign

  17. Reasoning Before Translation: Enhancing Legal Machine Translation with Structured Reasoning

    Jul 21, 2026Aixiu An, Michael Jungo, Eloi Eynard +4Legal Reasoning TasksNeural Machine Translation

    iCoSys, University of Applied Sciences and Arts Western Switzerland, Fribourg, Switzerland · AIBEX, University of Fribourg, Fribourg, Switzerland · Neur.on, Fribourg, Switzerland +1

  18. WorldScape Policy 2.0: Empowering Steerable World Action Modeling with Reasoning-Augmented Memory and In-Context Learning

    Jul 21, 2026Haisheng Su, Zongdai Liu, Xin Jin +13Efficient World-Action ModelWorld Models

    Manifold AI · Tsinghua University · Shanghai Jiao Tong University

  19. Rethinking Foundation Model Collaboration: Enhancing Specialized Models through Proxy Task Reasoning

    Jun 30, 2026Hongyi Lin, Yang Liu, Jinhua Zhao +1Wireless Foundation ModelsFoundation Model

    School of Vehicle and Mobility, Tsinghua University, Beijing, China · Department of Urban Studies and Planning, Massachusetts Institute of Technology, Cambridge, MA, USA

  20. Regime-Aware Peer Specialization for Robust RAG under Heterogeneous Knowledge Conflicts

    Jun 29, 2026Bo Wang, Heyan Huang, Yaolin Li +5Token-Level SupervisionSearch-Augmented Reasoning

    School of Computer Science, Beijing Institute of Technology

  21. Theorem-Grounded Execution Ontologies for Interpretable Machine Reasoning

    Jun 14, 2026Raghu AnantharangacharReasoning GraphsReasoning Skills

    Independent Researcher · Bangalore, India

  22. Adaptive Turn-Taking for Real-time Multi-Party Voice Agents

    Jun 11, 2026Soumyajit Mitra, Prabhat Pandey, Abhinav Jain +2Turn-TakingFull-Duplex Voice Agents

    Amazon AGI · IIT Kharagpur, India

  23. Learning When to Translate for Multilingual Reasoning

    Jun 1, 2026Deokhyung Kang, Hyounghun Kim, Gary Geunbae LeeMultilingual Language ModelsLLM Reasoning Strategies

    1Graduate School of Artificial Intelligence · POSTECH, South Korea · Department of Computer Science & Engineering

  24. AgentPLM: Agentic Protein Language Models with Reasoning-Augmented Decoding for Protein Sequence Design

    Jun 1, 2026Sahil Rahman, Maxx Richard RahmanProtein DesignAntibody

    Bedford College, London, United Kingdom · Saarland University, Saarbrücken, Germany

  25. When Knowledge Is Not Free: Cost-Aware Evidence Selection in Retrieval-Augmented Generation

    Jun 1, 2026Mingyan Wu, Han Yang, Omer Ben-Porat +1Agentic Retrieval-Augmented Generation SystemsCost-Aware

    Northeastern University · Technical University of Munich · GESIS – Leibniz Institute for the Social Sciences +3

  26. CAPF: Guiding Search-Agent Rollouts with Credit-Attenuated Privileged Feedback

    Jun 1, 2026Bin Chen, Xinye Liao, Yiming Liu +2Reinforcement Learning With Verifiable RewardSearch-Augmented Reasoning

  27. Grounded Decoding: Retrieval-Anchored Probability Fusion for Faithful RAG

    May 29, 2026Ibne Farabi Shihab, Fariya Afrin, Sanjeda Akter +1Agentic Retrieval-Augmented Generation SystemsSearch-Augmented Reasoning

    Department of Computer Science, Iowa State University · Department of Computer Science, Kalinga Institute of Industrial Technology · Department of Civil, Construction & Environmental Engineering, Iowa State University

  28. CRITIC-R1: Learning Structured Critics for Retrieval-Augmented Generation

    May 28, 2026Wenhan Xiao, Ziwei Zhang, Chuanyue Yu +4Agentic Retrieval-Augmented Generation SystemsSearch-Augmented Reasoning

    Nankai University · Beihang University · Guangxi Normal University

  29. Bridging Chemists and AI: An Expert-Augmented Framework for Interpretable Route Evaluation

    May 27, 2026Yujia Guo, Mikhail Kabeshov, Tat Hong Duong Le +6SynthesisSearch-Augmented Reasoning

    Department of Computer Science, Aalto University, Espoo, Finland. · Discovery Sciences R&D, AstraZeneca, Gothenburg, Sweden. · Department of Computer Science and Engineering,May Chalmers University of Technology and University of Gothenburg, Gothenburg, Sweden. +1

  30. C-MIG: Multi-view Information Gain-based Retrieval-Augmented Generation for Clinical Diagnosis Reasoning

    May 27, 2026Yuwei Miao, Gen Li, Yunsheng Zeng +8Clinical Reasoning TrainingSearch-Augmented Reasoning

    1Baidu Inc.

  31. The Coverage Illusion: From Pre-retrieval Routing Failure to Post-retrieval Cascades in a Production RAG System

    May 26, 2026Zafar Hussain, Kristoffer NielboAgentic Retrieval-Augmented Generation SystemsSearch-Augmented Reasoning

    Aarhus University, Denmark

  32. In-Context Optimization for Retrieval-Augmented Generation: A Gradient-Descent Perspective

    May 25, 2026Mingchen Li, Jiatan Huang, Chuxu Zhang +2In-Context LearningSearch-Augmented Reasoning

    University of Massachusetts, Amherst · University of Connecticut · Emory University

  33. Search-E1: Self-Distillation Drives Self-Evolution in Search-Augmented Reasoning

    May 21, 2026Zihan Liang, Yufei Ma, Ben Chen +4Search-Augmented ReasoningUnsupervised On-Policy Self-Distillation

  34. SD-Search: On-Policy Hindsight Self-Distillation for Search-Augmented Reasoning

    May 18, 2026Yufei Ma, Zihan Liang, Ben Chen +6Search-Augmented ReasoningSearch Agents

    Kuaishou Technology

  35. Why Retrieval-Augmented Generation Fails: A Graph Perspective

    May 13, 2026Kai Guo, Xinnan Dai, Zhibo Zhang +5Search-Augmented ReasoningQuestion-Answering Benchmarks

    Michigan State University · Massachusetts Institute of Technology

  36. StepCodeReasoner: Aligning Code Reasoning with Stepwise Execution Traces via Reinforcement Learning

    May 12, 2026Hao Wang, Rui Li, Lei Sha +1Code GenerationSearch-Augmented Reasoning

    Beihang University, Beijing, China · Peking University, Beijing, China · Zhongguancun Laboratory, Beijing, China +1

  37. CDS4RAG: Cyclic Dual-Sequential Hyperparameter Optimization for RAG

    May 8, 2026Pengzhou Chen, Tao ChenAgentic Retrieval-Augmented Generation SystemsGeneral Grid Search Framework

    School of Computer Science and Engineering, UESTC, Chengdu, China · IDEAS Lab, University of Birmingham, Birmingham, UK

  38. Beyond Semantic Relevance: Counterfactual Risk Minimization for Robust Retrieval-Augmented Generation

    May 2, 2026Peiyang Liu, Qiang Yan, Ziqiang Cui +3Agentic Retrieval-Augmented Generation SystemsSearch-Augmented Reasoning

    National Engineering Research Center for Software Engineering, Peking University Beijing, China · PX Securities Shenzhen, China · City University of Hong Kong Hong Kong SAR, China +2

  39. S3S^3-R1: Learning to Retrieve and Answer Step-by-Step with Synthetic Data

    May 2, 2026Harsh Goel, Akhil Udathu, Susmija Jabbireddy +2Search-Augmented ReasoningSynthetic Data

    The University of Texas at Austin · Work done during an internship at Google DeepMind · Google DeepMind

  40. E-MIA: Exam-Style Black-Box Membership Inference Attacks against RAG Systems

    May 1, 2026Zelin Guan, Shengda Zhuo, Zeyan Li +4Membership InferenceMembership Inference Attacks

    College of Cyber Security, Jinan University, Guangzhou, China · School of Computer Science, Shanghai Jiaotong University, Shanghai, China · Institute of Artificial Intelligence, Beijing Advanced Innovation Center for Future Blockchain and Privacy Computing, Beihang University, Beijing 100191, China +1

  41. Are Tools All We Need? Unveiling the Tool-Use Tax in LLM Agents

    Apr 30, 2026Kaituo Zhang, Zhen Xiong, Mingyu Zhong +4Large Language Model AgentsSearch-Augmented Reasoning

    University of Houston · University of Southern California · 3New York University +2

  42. Decoupling Knowledge and Task Subspaces for Composable Parametric Retrieval Augmented Generation

    Apr 29, 2026Weihang Su, Hanwen Zhang, Qingyao Ai +1Agentic Retrieval-Augmented Generation SystemsMultimodal Retrieval Augmented Generation

    Department of Computer Science and Technology, Tsinghua University

  43. Faithfulness-QA: A Counterfactual Entity Substitution Dataset for Training Context-Faithful RAG Models

    Apr 28, 2026Li Ju, Junzhe Wang, Qi ZhangQuestion-Answering BenchmarksSearch-Augmented Reasoning

    College of Computer Science and Artificial Intelligence, Fudan University

  44. CroSearch-R1: Better Leveraging Cross-lingual Knowledge for Retrieval-Augmented Generation

    Apr 28, 2026Rui Qi, Fengran Mo, Sijin Lu +3Agentic Retrieval-Augmented Generation SystemsCross-Lingual Consistency

    School of Computer Science and Technology, Beijing Jiaotong University Beijing, China · RALI, Université de Montréal Montréal, Québec, Canada

  45. MuSS: A Large-Scale Dataset and Cinematic Narrative Benchmark for Multi-Shot Subject-to-Video Generation

    Apr 26, 2026Haojie Zhang, Di Wu, Bingyan Liu +5Interactive Video GenerationCinematic Ideal

    South China University of Technology · Guangzhou, China · Fudan University +3

  46. Reasoning Primitives in Hybrid and Non-Hybrid LLMs: Do Architectural Differences Yield Advantages in State-Tracking and Recall?

    Apr 23, 2026Shivam Rawat, Lucie Flek, Florian Mai +1LLM Reasoning StrategiesSearch-Augmented Reasoning

    Lamarr Institute for Machine Learning and Artificial Intelligence · Rheinische Friedrich-Wilhelms-Universität Bonn

  47. AROMA: Augmented Reasoning Over a Multimodal Architecture for Virtual Cell Genetic Perturbation Modeling

    Apr 22, 2026Zhenyu Wang, Geyan Ye, Wei Liu +1Single-Cell Perturbation PredictionBiomedical Knowledge Graph

    AI for Life Sciences Lab, Tencent, Shenzhen, China

  48. MASS-RAG: Multi-Agent Synthesis Retrieval-Augmented Generation

    Apr 20, 2026Xingchen Xiao, Heyan Huang, Runheng Liu +1Agentic Retrieval-Augmented Generation SystemsHievi-Rag

    School of Computer Science and Technology, Beijing Institute of Technology · Department of Mathematical Sciences, Tsinghua University

  49. IG-Search: Step-Level Information Gain Rewards for Search-Augmented Reasoning

    Apr 16, 2026Zihan Liang, Yufei Ma, Ben Chen +6Search-Augmented Reasoning

    Kuaishou Technology

  50. Retrieval-Augmented Generation Must Move Beyond Factual Grounding to Represent Diverse Opinions

    Apr 13, 2026Aditya Agrawal, Alwarappan Nakkiran, Darshan Fofadiya +3Agentic Retrieval-Augmented Generation SystemsSearch-Augmented Reasoning

  51. Quantifying Retriever-Generator Alignment in RAG with Local Explanations

    Jan 29, 2026Korbinian Randl, Guido Rocchietti, Aron Henriksson +3Agentic Retrieval-Augmented Generation SystemsExplainability

    Department of Computer and Systems Sciences, Stockholm University, Sweden · BIFOLD, Technische Universität Berlin, Germany · Department of Informatics, Athens University of Economics and Business, Greece +1

  52. LifeAgentBench: Benchmarking LLMs for Long-Horizon, Cross-Dimensional Lifestyle Health Reasoning

    Jan 20, 2026Ye Tian, Zihao Wang, Onat Gungor +2Question-Answering BenchmarksSearch-Augmented Reasoning

    University of California San Diego, La Jolla, CA, USA · Google Research, Mountain View, CA, USA

  53. Predict the Retrieval! Test time adaptation for Retrieval Augmented Generation

    Jan 16, 2026Xin Sun, Zhongqi Chen, Qiang Liu +5Search-Augmented ReasoningTest-Time Adaptation

    NLPR, MAIS, CASIA · Ant Group · USTC

  54. KGFR: A Foundation Retriever for Generalized Knowledge Graph Question Answering

    Nov 6, 2025Yuanning Cui, Zequn Sun, Wei Hu +1Knowledge GraphsSearch-Augmented Reasoning

    School of Computer Science, Nanjing University of Information Science and Technology, Nanjing 210044, China · State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing 210023, China · National Institute of Healthcare Data Science, Nanjing University, Nanjing 210093, China +2

  55. Rethinking On-policy Optimization for Query Augmentation

    Oct 20, 2025Zhichao Xu, Shengyao Zhuang, Xueguang Ma +6Search-Augmented ReasoningQueries

    University of Utah · 2The University of Queensland · University of Waterloo +5

  56. KARE-RAG: Knowledge-Aware Refinement and Enhancement for RAG

    Jun 3, 2025Yongjian Li, HaoCheng Chu, Yukun Yan +7Hievi-RagSearch-Augmented Reasoning

    School of Biomedical Engineering, Tsinghua Medicine, Tsinghua University · 2Tsinghua Laboratory of Brain and Intelligence · School of Informatics, Xiamen University +6