{"total":163,"rows":[{"id":"2509.02547","title":"The Landscape of Agentic Reinforcement Learning for LLMs: A Survey","created":"2025-09-02","cited_by_count":205,"area":"agents"},{"id":"2506.23918","title":"Thinking with Images for Multimodal Reasoning: Foundations, Methods, and Future Frontiers","created":"2025-06-30","cited_by_count":199,"area":"lr"},{"id":"2509.08827","title":"A Survey of Reinforcement Learning for Large Reasoning Models","created":"2025-09-10","cited_by_count":180,"area":"lr"},{"id":"2507.13334","title":"A Survey of Context Engineering for Large Language Models","created":"2025-07-17","cited_by_count":126,"area":null},{"id":"2506.17218","title":"Machine Mental Imagery: Empower Multimodal Reasoning with Latent Visual Tokens","created":"2025-06-20","cited_by_count":124,"area":"lr"},{"id":"2508.05748","title":"WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent","created":"2025-08-07","cited_by_count":119,"area":"agents"},{"id":"2509.24251","title":"Latent Visual Reasoning","created":"2025-09-29","cited_by_count":104,"area":"lr"},{"id":"2508.04416","title":"Thinking With Videos: Multimodal Tool-Augmented Reinforcement Learning for Long Video Reasoning","created":"2025-08-06","cited_by_count":91,"area":"lr"},{"id":"2511.21395","title":"Monet: Reasoning in Latent Visual Space Beyond Images and Language","created":"2025-11-26","cited_by_count":82,"area":"lr"},{"id":"2507.07998","title":"PyVision: Agentic Vision with Dynamic Tooling","created":"2025-07-10","cited_by_count":79,"area":"agents"},{"id":"2509.01563","title":"Kwai Keye-VL 1.5 Technical Report","created":"2025-09-01","cited_by_count":73,"area":"mllm"},{"id":"2510.18632","title":"Think with 3D: Geometric Imagination Grounded Spatial Reasoning from Limited Views","created":"2025-10-21","cited_by_count":65,"area":"lr"},{"id":"2507.03019","title":"Look-Back: Implicit Visual Re-focusing in MLLM Reasoning","created":"2025-07-02","cited_by_count":55,"area":"lr"},{"id":"2506.04207","title":"Advancing Multimodal Reasoning: From Optimized Cold Start to Staged Reinforcement Learning","created":"2025-06-04","cited_by_count":53,"area":"lr"},{"id":"2505.18822","title":"AdaCtrl: Towards Adaptive and Controllable Reasoning via Difficulty-Aware Budgeting","created":"2025-05-24","cited_by_count":50,"area":"lr"},{"id":"2505.20272","title":"Ground-R1: Incentivizing Grounded Visual Reasoning via Reinforcement Learning","created":"2025-05-26","cited_by_count":49,"area":"lr"},{"id":"2507.01949","title":"Kwai Keye-VL Technical Report","created":"2025-07-02","cited_by_count":47,"area":"mllm"},{"id":"2510.24514","title":"Latent Sketchpad: Sketching Visual Thoughts to Elicit Multimodal Reasoning in MLLMs","created":"2025-10-28","cited_by_count":43,"area":"lr"},{"id":"2509.24304","title":"FrameThinker: Learning to Think with Long Videos via Multi-Turn Frame Spotlighting","created":"2025-09-29","cited_by_count":42,"area":"lr"},{"id":"2510.09285","title":"Spotlight on Token Perception for Multimodal Reinforcement Learning","created":"2025-10-10","cited_by_count":39,"area":"lr"},{"id":"2511.11007","title":"VisMem: Latent Vision Memory Unlocks Potential of Vision-Language Models","created":"2025-11-14","cited_by_count":37,"area":"mllm"},{"id":"2505.23590","title":"Jigsaw-R1: A Study of Rule-based Visual Reinforcement Learning with Jigsaw Puzzles","created":"2025-05-29","cited_by_count":36,"area":"lr"},{"id":"2505.15510","title":"Visual Thoughts: A Unified Perspective of Understanding Multimodal Chain-of-Thought","created":"2025-05-21","cited_by_count":35,"area":"lr"},{"id":"2509.16679","title":"Reinforcement Learning Meets Large Language Models: A Survey of Advancements and Applications Across the LLM Lifecycle","created":"2025-09-20","cited_by_count":35,"area":null},{"id":"2511.02734","title":"CostBench: Evaluating Multi-Turn Cost-Optimal Planning and Adaptation in Dynamic Environments for LLM Tool-Use Agents","created":"2025-11-04","cited_by_count":33,"area":"agents"},{"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":"2507.20766","title":"Learning Only with Images: Visual Reinforcement Learning with Reasoning, Rendering, and Visual Feedback","created":"2025-07-28","cited_by_count":32,"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":"2510.12712","title":"Beyond Seeing: Evaluating Multimodal LLMs on Tool-Enabled Image Perception, Transformation, and Reasoning","created":"2025-10-14","cited_by_count":29,"area":"lr"},{"id":"2508.17298","title":"Explain Before You Answer: A Survey on Compositional Visual Reasoning","created":"2025-08-24","cited_by_count":28,"area":"lr"},{"id":"2512.12623","title":"Reasoning Within the Mind: Dynamic Multimodal Interleaving in Latent Space","created":"2025-12-14","cited_by_count":28,"area":"lr"},{"id":"2509.25373","title":"From Perception to Cognition: A Survey of Vision-Language Interactive Reasoning in Multimodal Large Language Models","created":"2025-09-29","cited_by_count":26,"area":"lr"},{"id":"2510.08480","title":"Video-STAR: Reinforcing Open-Vocabulary Action Recognition with Tools","created":"2025-10-09","cited_by_count":26,"area":"mllm"},{"id":"2511.19661","title":"CodeV: Code with Images for Faithful Visual Reasoning via Tool-Aware Policy Optimization","created":"2025-11-24","cited_by_count":26,"area":"lr"},{"id":"2508.06259","title":"SIFThinker: Spatially-Aware Image Focus for Visual Reasoning","created":"2025-08-08","cited_by_count":25,"area":"lr"},{"id":"2512.15693","title":"Skyra: AI-Generated Video Detection via Grounded Artifact Reasoning","created":"2025-12-17","cited_by_count":25,"area":"lr"},{"id":"2601.13029","title":"Think3D: Thinking with Space for Spatial Reasoning","created":"2026-01-19","cited_by_count":24,"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":"2510.10991","title":"A Survey on Agentic Multimodal Large Language Models","created":"2025-10-13","cited_by_count":23,"area":"mllm"},{"id":"2602.23166","title":"AgentVista: Evaluating Multimodal Agents in Ultra-Challenging Realistic Visual Scenarios","created":"2026-02-26","cited_by_count":23,"area":null},{"id":"2509.24008","title":"FrameMind: Frame-Interleaved Video Reasoning via Reinforcement Learning","created":"2025-09-28","cited_by_count":21,"area":null},{"id":"2512.16918","title":"AdaTooler-V: Adaptive Tool-Use for Images and Videos","created":"2025-12-18","cited_by_count":21,"area":"lr"},{"id":"2505.19509","title":"Benchmarking Multimodal Knowledge Conflict for Large Multimodal Models","created":"2025-05-26","cited_by_count":19,"area":"mllm"},{"id":"2512.24165","title":"DiffThinker: Towards Generative Multimodal Reasoning with Diffusion Models","created":"2025-12-30","cited_by_count":19,"area":"lr"},{"id":"2510.23482","title":"On the Faithfulness of Visual Thinking: Measurement and Enhancement","created":"2025-10-27","cited_by_count":17,"area":"lr"},{"id":"2511.19773","title":"Scaling Agentic Reinforcement Learning for Tool-Integrated Reasoning in VLMs","created":"2025-11-24","cited_by_count":17,"area":"lr"},{"id":"2603.24558","title":"LensWalk: Agentic Video Understanding by Planning How You See in Videos","created":"2026-03-25","cited_by_count":17,"area":"mllm"},{"id":"2512.17312","title":"CodeDance: A Dynamic Tool-integrated MLLM for Executable Visual Reasoning","created":"2025-12-19","cited_by_count":16,"area":"lr"},{"id":"2512.03746","title":"Thinking with Programming Vision: Towards a Unified View for Thinking with Images","created":"2025-12-03","cited_by_count":15,"area":"lr"},{"id":"2601.04688","title":"ToolGate: Contract-Grounded and Verified Tool Execution for LLMs","created":"2026-01-08","cited_by_count":15,"area":"agents"},{"id":"2601.10129","title":"LaViT: Aligning Latent Visual Thoughts for Multi-modal Reasoning","created":"2026-01-15","cited_by_count":15,"area":null},{"id":"2602.17665","title":"OpenEarthAgent: A Unified Framework for Tool-Augmented Geospatial Agents","created":"2026-02-19","cited_by_count":15,"area":"lr"},{"id":"2505.18536","title":"Reinforcement Fine-Tuning Powers Reasoning Capability of Multimodal Large Language Models","created":"2025-05-24","cited_by_count":14,"area":"lr"},{"id":"2509.25866","title":"DeepSketcher: Internalizing Visual Manipulation for Multimodal Reasoning","created":"2025-09-30","cited_by_count":14,"area":"lr"},{"id":"2510.10052","title":"Think Twice to See More: Iterative Visual Reasoning in Medical VLMs","created":"2025-10-11","cited_by_count":13,"area":"lr"},{"id":"2512.05112","title":"DraCo: Draft as CoT for Text-to-Image Preview and Rare Concept Generation","created":"2025-12-04","cited_by_count":13,"area":"lr"},{"id":"2509.25185","title":"PixelCraft: A Multi-Agent System for High-Fidelity Visual Reasoning on Structured Images","created":"2025-09-29","cited_by_count":12,"area":"lr"},{"id":"2603.15030","title":"VTC-Bench: Evaluating Agentic Multimodal Models via Compositional Visual Tool Chaining","created":"2026-03-16","cited_by_count":12,"area":"mllm"},{"id":"2510.00413","title":"PAL-UI: Planning with Active Look-back for Vision-Based GUI Agents","created":"2025-10-01","cited_by_count":11,"area":"mllm"},{"id":"2510.24285","title":"ViPER: Empowering the Self-Evolution of Visual Perception Abilities in Vision-Language Model","created":"2025-10-28","cited_by_count":11,"area":"mllm"},{"id":"2511.15705","title":"GeoVista: Web-Augmented Agentic Visual Reasoning for Geolocalization","created":"2025-11-19","cited_by_count":11,"area":"lr"},{"id":"2512.13278","title":"AutoTool: Dynamic Tool Selection and Integration for Agentic Reasoning","created":"2025-12-15","cited_by_count":11,"area":"lr"},{"id":"2509.22624","title":"SPARK: Synergistic Policy And Reward Co-Evolving Framework","created":"2025-09-26","cited_by_count":10,"area":"mllm"},{"id":"2506.04559","title":"Reasoning-Aligned Perception Decoupling for Scalable Multi-modal Reasoning","created":"2025-06-05","cited_by_count":9,"area":"lr"},{"id":"2508.08189","title":"Reinforcement Learning for Large Model: A Survey","created":"2025-08-11","cited_by_count":9,"area":"deeprl"},{"id":"2511.18734","title":"Yo'City: Personalized and Boundless 3D Realistic City Scene Generation via Self-Critic Expansion","created":"2025-11-24","cited_by_count":9,"area":null},{"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":"2601.15724","title":"VideoThinker: Building Agentic VideoLLMs with LLM-Guided Tool Reasoning","created":"2026-01-22","cited_by_count":9,"area":"lr"},{"id":"2602.01334","title":"What Does Vision Tool-Use Reinforcement Learning Really Learn? Disentangling Tool-Induced and Intrinsic Effects for Crop-and-Zoom","created":"2026-02-01","cited_by_count":9,"area":"mllm"},{"id":"2603.22847","title":"Rethinking Token-Level Policy Optimization for Multimodal Chain-of-Thought","created":"2026-03-24","cited_by_count":9,"area":"lr"},{"id":"2603.28618","title":"Seeing with You: Perception-Reasoning Coevolution for Multimodal Reasoning","created":"2026-03-30","cited_by_count":9,"area":"lr"},{"id":"2604.19632","title":"CreatiParser: Generative Image Parsing of Raster Graphic Designs into Editable Layers","created":"2026-04-21","cited_by_count":9,"area":null},{"id":"2506.17939","title":"GEMeX-RMCoT: An Enhanced Med-VQA Dataset for Region-Aware Multimodal Chain-of-Thought Reasoning","created":"2025-06-22","cited_by_count":8,"area":"lr"},{"id":"2507.16863","title":"Position: Reasoning After Perception Means Reasoning Without Vision","created":"2025-07-21","cited_by_count":8,"area":"lr"},{"id":"2512.06373","title":"VG-Refiner: Towards Tool-Refined Referring Grounded Reasoning via Agentic Reinforcement Learning","created":"2025-12-06","cited_by_count":8,"area":"lr"},{"id":"2602.03320","title":"MedSAM-Agent: Empowering Interactive Medical Image Segmentation with Multi-turn Agentic Reinforcement Learning","created":"2026-02-03","cited_by_count":8,"area":"agents"},{"id":"2602.21230","title":"TRACE: Trajectory-Aware Comprehensive Evaluation for Deep Research Agents","created":"2026-02-05","cited_by_count":8,"area":"agents"},{"id":"2603.05869","title":"PatchCue: Enhancing Vision-Language Model Reasoning with Patch-Based Visual Cues","created":"2026-03-06","cited_by_count":8,"area":"lr"},{"id":"2505.24449","title":"When Large Multimodal Models Confront Evolving Knowledge: Challenges and Explorations","created":"2025-05-30","cited_by_count":7,"area":"mllm"},{"id":"2601.05688","title":"SketchVL: Policy Optimization via Fine-Grained Credit Assignment for Chart Understanding and More","created":"2026-01-09","cited_by_count":7,"area":"lr"},{"id":"2601.18631","title":"AdaReasoner: Dynamic Tool Orchestration for Iterative Visual Reasoning","created":"2026-01-26","cited_by_count":7,"area":"lr"},{"id":"2602.08346","title":"What, Whether and How? Unveiling Process Reward Models for Thinking with Images Reasoning","created":"2026-02-09","cited_by_count":7,"area":"lr"},{"id":"2509.13642","title":"LLM-I: LLMs are Naturally Interleaved Multimodal Creators","created":"2025-09-17","cited_by_count":6,"area":null},{"id":"2603.03857","title":"DeepScan: A Training-Free Framework for Visually Grounded Reasoning in Large Vision-Language Models","created":"2026-03-04","cited_by_count":6,"area":"lr"},{"id":"2603.14117","title":"Improving Visual Reasoning with Iterative Evidence Refinement","created":"2026-03-14","cited_by_count":5,"area":"lr"},{"id":"2606.06476","title":"Thinking with Imagination: Agentic Visual Spatial Reasoning with World Simulators","created":"2026-06-04","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":"2509.09286","title":"Visual Programmability: A Guide for Code-as-Thought in Chart Understanding","created":"2025-09-11","cited_by_count":4,"area":"lr"},{"id":"2510.04225","title":"Locate-Then-Examine: Grounded Region Reasoning Improves Detection of AI-Generated Images","created":"2025-10-05","cited_by_count":4,"area":"lr"},{"id":"2512.08511","title":"Thinking with Images via Self-Calling Agent","created":"2025-12-09","cited_by_count":4,"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":"2512.10691","title":"Enhancing Radiology Report Generation and Visual Grounding using Reinforcement Learning","created":"2025-12-11","cited_by_count":4,"area":"mllm"},{"id":"2512.16300","title":"Code-in-the-Loop Forensics: Agentic Tool Use for Image Forgery Detection","created":"2025-12-18","cited_by_count":4,"area":"mllm"},{"id":"2602.23959","title":"Thinking with Images as Continuous Actions: Numerical Visual Chain-of-Thought","created":"2026-02-27","cited_by_count":4,"area":"lr"},{"id":"2603.07751","title":"3ViewSense: Spatial and Mental Perspective Reasoning from Orthographic Views in Vision-Language Models","created":"2026-03-08","cited_by_count":4,"area":"lr"},{"id":"2604.08065","title":"Multimodal Latent Reasoning via Predictive Embeddings","created":"2026-04-09","cited_by_count":4,"area":"lr"},{"id":"2604.19945","title":"Visual Reasoning through Tool-supervised Reinforcement Learning","created":"2026-04-21","cited_by_count":4,"area":"lr"},{"id":"2605.08735","title":"CollabVR: Collaborative Video Reasoning with Vision-Language and Video Generation Models","created":"2026-05-09","cited_by_count":4,"area":"lr"},{"id":"2606.08464","title":"TVI-CoT: Text-Visual Interleaved Chain-of-Thought Reasoning for Multimodal Understanding","created":"2026-06-07","cited_by_count":4,"area":"lr"},{"id":"2607.01084","title":"Can Agents Generalize to the Open World? Unveiling the Fragility of Static Training in Tool Use","created":"2026-07-01","cited_by_count":4,"area":"agents"}],"next_cursor":"100"}