{"total":40,"rows":[{"id":"2509.08827","title":"A Survey of Reinforcement Learning for Large Reasoning Models","created":"2025-09-10","cited_by_count":180,"area":"lr"},{"id":"2509.24251","title":"Latent Visual Reasoning","created":"2025-09-29","cited_by_count":104,"area":"lr"},{"id":"2511.16043","title":"Agent0: Unleashing Self-Evolving Agents from Zero Data via Tool-Integrated Reasoning","created":"2025-11-20","cited_by_count":75,"area":"lr"},{"id":"2509.13305","title":"WebSailor-V2: Bridging the Chasm to Proprietary Agents via Synthetic Data and Scalable Reinforcement Learning","created":"2025-09-16","cited_by_count":61,"area":"lr"},{"id":"2508.21475","title":"MMSearch-Plus: Benchmarking Provenance-Aware Search for Multimodal Browsing Agents","created":"2025-08-29","cited_by_count":38,"area":"lr"},{"id":"2602.02185","title":"Vision-DeepResearch Benchmark: Rethinking Visual and Textual Search for Multimodal Large Language Models","created":"2026-02-02","cited_by_count":34,"area":"lr"},{"id":"2512.24330","title":"SenseNova-MARS: Empowering Multimodal Agentic Reasoning and Search via Reinforcement Learning","created":"2025-12-30","cited_by_count":33,"area":"lr"},{"id":"2511.19900","title":"Agent0-VL: Exploring Self-Evolving Agent for Tool-Integrated Vision-Language Reasoning","created":"2025-11-25","cited_by_count":31,"area":"lr"},{"id":"2602.13823","title":"Embed-RL: Reinforcement Learning for Reasoning-Driven Multimodal Embeddings","created":"2026-02-14","cited_by_count":24,"area":"lr"},{"id":"2509.06733","title":"Reinforcement Learning Foundations for Deep Research Systems: A Survey","created":"2025-09-08","cited_by_count":14,"area":"lr"},{"id":"2512.05111","title":"ARM-Thinker: Reinforcing Multimodal Generative Reward Models with Agentic Tool Use and Visual Reasoning","created":"2025-12-04","cited_by_count":13,"area":"lr"},{"id":"2602.22766","title":"Imagination Helps Visual Reasoning, But Not Yet in Latent Space","created":"2026-02-26","cited_by_count":12,"area":"lr"},{"id":"2605.07177","title":"HyperEyes: Dual-Grained Efficiency-Aware Reinforcement Learning for Parallel Multimodal Search Agents","created":"2026-05-08","cited_by_count":10,"area":"lr"},{"id":"2511.23031","title":"From Illusion to Intention: Visual Rationale Learning for Vision-Language Reasoning","created":"2025-11-28","cited_by_count":9,"area":"lr"},{"id":"2601.03164","title":"WebAnchor: Anchoring Agent Planning to Stabilize Long-Horizon Web Reasoning","created":"2026-01-06","cited_by_count":8,"area":"lr"},{"id":"2605.10832","title":"Towards On-Policy Data Evolution for Visual-Native Multimodal Deep Search Agents","created":"2026-05-11","cited_by_count":8,"area":"lr"},{"id":"2606.15231","title":"Visual-Seeker: Towards Visual-Native Multimodal Agentic Search via Active Visual Reasoning","created":"2026-06-13","cited_by_count":8,"area":"lr"},{"id":"2602.01983","title":"Evolving from Tool User to Creator via Training-Free Experience Reuse in Multimodal Reasoning","created":"2026-02-02","cited_by_count":7,"area":"lr"},{"id":"2602.04454","title":"Seg-ReSearch: Segmentation with Interleaved Reasoning and External Search","created":"2026-02-04","cited_by_count":6,"area":"lr"},{"id":"2603.06366","title":"OralGPT-Plus: Learning to Use Visual Tools via Reinforcement Learning for Panoramic X-ray Analysis","created":"2026-03-06","cited_by_count":6,"area":"lr"},{"id":"2604.06777","title":"Walk the Talk: Bridging the Reasoning-Action Gap for Thinking with Images via Multimodal Agentic Policy Optimization","created":"2026-04-08","cited_by_count":5,"area":"lr"},{"id":"2604.20486","title":"ProMMSearchAgent: A Generalizable Multimodal Search Agent Trained with Process-Oriented Rewards","created":"2026-04-22","cited_by_count":5,"area":"lr"},{"id":"2607.02927","title":"VideoSearcher: Empowering Video Deep Research with Multi-Tool Agentic Reasoning via Reinforcement Learning","created":"2026-07-03","cited_by_count":5,"area":"lr"},{"id":"2607.05943","title":"SearchEyes: Towards Frontier Multimodal Deep Search Intelligence via Search World Simulation","created":"2026-07-07","cited_by_count":5,"area":"lr"},{"id":"2607.28374","title":"LEDGERMIND: Provenance-Constrained Multimodal Agentic Reasoning with a Structured Evidence Ledger","created":"2026-07-30","cited_by_count":5,"area":"lr"},{"id":"2512.08980","title":"Training Multi-Image Vision Agents via End2End Reinforcement Learning","created":"2025-12-05","cited_by_count":4,"area":"lr"},{"id":"2604.04017","title":"GeoBrowse: A Geolocation Benchmark for Agentic Tool Use with Expert-Annotated Reasoning Traces","created":"2026-04-05","cited_by_count":3,"area":"lr"},{"id":"2606.24233","title":"Latent Visual States for Efficient Multimodal Reasoning","created":"2026-06-23","cited_by_count":3,"area":"lr"},{"id":"2512.18571","title":"ESearch-R1: Learning Cost-Aware MLLM Agents for Interactive Embodied Search via Reinforcement Learning","created":"2025-12-21","cited_by_count":2,"area":"lr"},{"id":"2604.09508","title":"VISOR: Agentic Visual Retrieval-Augmented Generation via Iterative Search and Over-horizon Reasoning","created":"2026-04-10","cited_by_count":2,"area":"lr"},{"id":"2603.00207","title":"VisRef: Visual Refocusing while Thinking Improves Test-Time Scaling in Multi-Modal Large Reasoning Models","created":"2026-02-27","cited_by_count":1,"area":"lr"},{"id":"2604.27859","title":"Rethinking Agentic Reinforcement Learning In Large Language Models","created":"2026-04-30","cited_by_count":1,"area":"lr"},{"id":"2609.08025","title":"Eliciting Self-Verification in Multimodal Reasoning Agents with Reinforcement Learning","created":"2026-09-07","cited_by_count":1,"area":"lr"},{"id":"2509.18169","title":"PiERN: Token-Level Routing for Integrating High-Precision Computation and Reasoning","created":"2025-09-17","cited_by_count":0,"area":"lr"},{"id":"2606.07689","title":"Struct-Searcher: Agentic Structural Thinking Advances Multimodal Deep Information Seeking","created":"2026-06-05","cited_by_count":0,"area":"lr"},{"id":"2607.00508","title":"When RAG Meets Query Planning: Logical Query Trees for Resolving Exploratory Reasoning Problems","created":"2026-07-01","cited_by_count":0,"area":"lr"},{"id":"2608.02217","title":"VC-Tooler: Learning Compositional and Adaptive Visual Tool Use","created":"2026-08-03","cited_by_count":0,"area":"lr"},{"id":"2608.06699","title":"AgentPatch: Coarse-to-Fine Weak-Task Repair for Merging Agentic Multimodal Large Language Models","created":"2026-08-07","cited_by_count":0,"area":"lr"},{"id":"2610.05195","title":"Long-MDR: Long-Context Reinforcement Learning for Multimodal Deep-Research Agents","created":"2026-10-04","cited_by_count":0,"area":"lr"},{"id":"2610.17043","title":"Neos: Learning to Interleave Search and Visual Reasoning","created":"2026-10-12","cited_by_count":0,"area":"lr"}],"next_cursor":null}