{"total":101,"rows":[{"id":"2505.00703","title":"T2I-R1: Reinforcing Image Generation with Collaborative Semantic-level and Token-level CoT","created":"2025-05-01","cited_by_count":166,"area":"lr"},{"id":"2501.13926","title":"Can We Generate Images with CoT? Let's Verify and Reinforce Image Generation Step by Step","created":"2025-01-23","cited_by_count":131,"area":"lr"},{"id":"2502.09621","title":"MME-CoT: Benchmarking Chain-of-Thought in Large Multimodal Models for Reasoning Quality, Robustness, and Efficiency","created":"2025-02-13","cited_by_count":125,"area":"lr"},{"id":"2511.05271","title":"DeepEyesV2: Toward Agentic Multimodal Model","created":"2025-11-07","cited_by_count":125,"area":"agents"},{"id":"2506.20670","title":"MMSearch-R1: Incentivizing LMMs to Search","created":"2025-06-25","cited_by_count":124,"area":"mllm"},{"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":"2508.09987","title":"Echo-4o: Harnessing the Power of GPT-4o Synthetic Images for Improved Image Generation","created":"2025-08-13","cited_by_count":100,"area":null},{"id":"2505.03733","title":"WebGen-Bench: Evaluating LLMs on Generating Interactive and Functional Websites from Scratch","created":"2025-05-06","cited_by_count":72,"area":"agents"},{"id":"2505.22019","title":"VRAG-RL: Empower Vision-Perception-Based RAG for Visually Rich Information Understanding via Iterative Reasoning with Reinforcement Learning","created":"2025-05-28","cited_by_count":68,"area":"rag"},{"id":"2601.12538","title":"A Survey of Agentic Reasoning for Large Language Models: Towards Recursively Self-Improving and Collective Agents","created":"2026-01-18","cited_by_count":50,"area":"lr"},{"id":"2506.05331","title":"MINT-CoT: Enabling Interleaved Visual Tokens in Mathematical Chain-of-Thought Reasoning","created":"2025-06-05","cited_by_count":49,"area":"lr"},{"id":"2602.14234","title":"REDSearcher: A Scalable and Cost-Efficient Framework for Long-Horizon Search Agents","created":"2026-02-15","cited_by_count":49,"area":"agents"},{"id":"2508.13186","title":"MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents","created":"2025-08-14","cited_by_count":42,"area":"agents"},{"id":"2510.12801","title":"DeepMMSearch-R1: Empowering Multimodal LLMs in Multimodal Web Search","created":"2025-10-14","cited_by_count":42,"area":"mllm"},{"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":"2504.08748","title":"A Survey of Multimodal Retrieval-Augmented Generation","created":"2025-03-26","cited_by_count":37,"area":"rag"},{"id":"2604.26752","title":"GLM-5V-Turbo: Toward a Native Foundation Model for Multimodal Agents","created":"2026-04-29","cited_by_count":34,"area":"agents"},{"id":"2410.10139","title":"MMIE: Massive Multimodal Interleaved Comprehension Benchmark for Large Vision-Language Models","created":"2024-10-14","cited_by_count":33,"area":"mllm"},{"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":"2409.15278","title":"PixWizard: Versatile Image-to-Image Visual Assistant with Open-Language Instructions","created":"2024-09-23","cited_by_count":31,"area":null},{"id":"2512.02395","title":"Skywork-R1V4: Toward Agentic Multimodal Intelligence through Interleaved Thinking with Images and DeepResearch","created":"2025-12-02","cited_by_count":27,"area":"agents"},{"id":"2510.10991","title":"A Survey on Agentic Multimodal Large Language Models","created":"2025-10-13","cited_by_count":23,"area":"mllm"},{"id":"2503.10627","title":"SciVerse: Unveiling the Knowledge Comprehension and Visual Reasoning of LMMs on Multi-modal Scientific Problems","created":"2025-03-13","cited_by_count":22,"area":"lr"},{"id":"2510.16724","title":"A Comprehensive Survey on Reinforcement Learning-based Agentic Search: Foundations, Roles, Optimizations, Evaluations, and Applications","created":"2025-10-19","cited_by_count":22,"area":"rag"},{"id":"2601.12346","title":"MMDeepResearch-Bench: A Benchmark for Multimodal Deep Research Agents","created":"2026-01-18","cited_by_count":22,"area":"agents"},{"id":"2603.01050","title":"MM-DeepResearch: A Simple and Effective Multimodal Agentic Search Baseline","created":"2026-03-01","cited_by_count":20,"area":"agents"},{"id":"2607.09996","title":"Who&When Pro: Can LLMs Really Attribute Failures in AI Agents?","created":"2026-07-10","cited_by_count":18,"area":"agents"},{"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":"2601.06943","title":"Watching, Reasoning, and Searching: A Video Deep Research Benchmark on Open Web for Agentic Video Reasoning","created":"2026-01-11","cited_by_count":14,"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":"2603.16289","title":"VisBrowse-Bench: Benchmarking Visual-Native Search for Multimodal Browsing Agents","created":"2026-03-17","cited_by_count":13,"area":"mllm"},{"id":"2510.09510","title":"MRMR: A Realistic and Expert-Level Multidisciplinary Benchmark for Reasoning-Intensive Multimodal Retrieval","created":"2025-10-10","cited_by_count":12,"area":"lr"},{"id":"2603.00873","title":"MC-Search: Evaluating and Enhancing Multimodal Agentic Search with Structured Long Reasoning Chains","created":"2026-03-01","cited_by_count":12,"area":"lr"},{"id":"2505.17020","title":"CrossLMM: Decoupling Long Video Sequences from LMMs via Dual Cross-Attention Mechanisms","created":"2025-05-22","cited_by_count":11,"area":"mllm"},{"id":"2512.13278","title":"AutoTool: Dynamic Tool Selection and Integration for Agentic Reasoning","created":"2025-12-15","cited_by_count":11,"area":"lr"},{"id":"2604.12890","title":"Towards Long-horizon Agentic Multimodal Search","created":"2026-04-14","cited_by_count":11,"area":"agents"},{"id":"2512.23044","title":"Video-Browser: Towards Agentic Open-web Video Browsing","created":"2025-12-28","cited_by_count":10,"area":"agents"},{"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":"2510.09361","title":"BLINK-Twice: You see, but do you observe? A Reasoning Benchmark on Visual Perception","created":"2025-10-10","cited_by_count":9,"area":"lr"},{"id":"2603.02795","title":"VSearcher: Long-Horizon Multimodal Search Agent via Reinforcement Learning","created":"2026-03-03","cited_by_count":9,"area":"lr"},{"id":"2503.10529","title":"PiSA: A Self-Augmented Data Engine and Training Strategy for 3D Understanding with Large Models","created":"2025-03-13","cited_by_count":8,"area":"mllm"},{"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":"2604.04503","title":"Memory Intelligence Agent","created":"2026-04-06","cited_by_count":7,"area":"lr"},{"id":"2604.06376","title":"MTA-Agent: An Open Recipe for Multimodal Deep Search Agents","created":"2026-04-07","cited_by_count":7,"area":"mllm"},{"id":"2512.23412","title":"MindWatcher: Toward Smarter Multimodal Tool-Integrated Reasoning","created":"2025-12-29","cited_by_count":6,"area":"agents"},{"id":"2603.28407","title":"MiroEval: Benchmarking Multimodal Deep Research Agents in Process and Outcome","created":"2026-03-30","cited_by_count":6,"area":"agents"},{"id":"2502.15684","title":"An Agent Framework for Real-Time Financial Information Searching with Large Language Models","created":"2024-12-14","cited_by_count":5,"area":"agents"},{"id":"2604.03016","title":"Agentic-MME: What Agentic Capability Really Brings to Multimodal Intelligence?","created":"2026-04-03","cited_by_count":5,"area":"mllm"},{"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":"2605.07510","title":"InterLV-Search: Benchmarking Interleaved Multimodal Agentic Search","created":"2026-05-08","cited_by_count":5,"area":"agents"},{"id":"2606.15367","title":"S1-DeepResearch: Beyond Search, Toward Real-World Long-Horizon Research Agents","created":"2026-06-13","cited_by_count":5,"area":"agents"},{"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":"2510.13926","title":"BioMedSearch: A Multi-Source Biomedical Retrieval Framework Based on LLMs","created":"2025-10-15","cited_by_count":4,"area":null},{"id":"2512.08980","title":"Training Multi-Image Vision Agents via End2End Reinforcement Learning","created":"2025-12-05","cited_by_count":4,"area":"lr"},{"id":"2601.13942","title":"Glance-or-Gaze: Incentivizing LMMs to Adaptively Focus Search via Reinforcement Learning","created":"2026-01-20","cited_by_count":4,"area":"lr"},{"id":"2605.28774","title":"Agent Explorative Policy Optimization for Multimodal Agentic Reasoning","created":"2026-05-27","cited_by_count":4,"area":"lr"},{"id":"2502.15690","title":"Level-Navi Agent: A Framework and benchmark for Chinese Web Search Agents","created":"2024-12-20","cited_by_count":3,"area":"agents"},{"id":"2505.15779","title":"IA-T2I: Internet-Augmented Text-to-Image Generation","created":"2025-05-21","cited_by_count":3,"area":null},{"id":"2505.18831","title":"Enhancing LLMs' Reasoning-Intensive Multimedia Search Capabilities through Fine-Tuning and Reinforcement Learning","created":"2025-05-24","cited_by_count":3,"area":"lr"},{"id":"2506.08352","title":"Reinforcement Fine-Tuning for Reasoning towards Multi-Step Multi-Source Search in Large Language Models","created":"2025-06-10","cited_by_count":3,"area":"lr"},{"id":"2509.00798","title":"Progressive Multimodal Search and Reasoning for Knowledge-Intensive Visual Question Answering","created":"2025-08-31","cited_by_count":3,"area":null},{"id":"2601.09278","title":"M$^3$Searcher: Modular Multimodal Information Seeking Agency with Retrieval-Oriented Reasoning","created":"2026-01-14","cited_by_count":3,"area":null},{"id":"2601.10108","title":"SIN-Bench: Tracing Native Evidence Chains in Long-Context Multimodal Scientific Interleaved Literature","created":"2026-01-15","cited_by_count":3,"area":"lr"},{"id":"2603.05697","title":"MultiHaystack: Benchmarking Multimodal Retrieval and Reasoning over 40K Images, Videos, and Documents","created":"2026-03-05","cited_by_count":3,"area":"lr"},{"id":"2605.12497","title":"From Web to Pixels: Bringing Agentic Search into Visual Perception","created":"2026-05-12","cited_by_count":3,"area":"agents"},{"id":"2607.11818","title":"MM-ToolSandBox: A Unified Framework for Evaluating Visual Tool-Calling Agents","created":"2026-07-13","cited_by_count":3,"area":"agents"},{"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":"2603.01493","title":"PhotoBench: Beyond Visual Matching Towards Personalized Intent-Driven Photo Retrieval","created":"2026-03-02","cited_by_count":2,"area":null},{"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":"2605.11864","title":"Very Efficient Listwise Multimodal Reranking for Long Documents","created":"2026-05-12","cited_by_count":2,"area":"rag"},{"id":"2606.05784","title":"TAPO: Tool-Aware Policy Optimization via Credit Transfer for Multimodal Search Agents","created":"2026-06-04","cited_by_count":2,"area":"lr"},{"id":"2606.28344","title":"PIXELRAG: Web Screenshots Beat Text for Retrieval-Augmented Generation","created":"2026-06-01","cited_by_count":2,"area":"rag"},{"id":"2607.19322","title":"Two-Level Meta-Rubrics for Evaluating Open-Ended Generation: GAMUT, a Benchmark for Factual Completeness","created":"2026-07-21","cited_by_count":2,"area":null},{"id":"2608.01827","title":"DeepVoyager-VL: Incentivizing Vision-in-the-Loop Search for Long-Horizon Multimodal Agents","created":"2026-08-03","cited_by_count":2,"area":"mllm"},{"id":"2609.02253","title":"APEx: Distillation of Agent Procedural Experience for Adaptive Deep Research Question Answering","created":"2026-09-02","cited_by_count":2,"area":"agents"},{"id":"2603.27335","title":"PubMed Reasoner: Dynamic Reasoning-based Retrieval for Evidence-Grounded Biomedical Question Answering","created":"2026-03-28","cited_by_count":1,"area":"lr"},{"id":"2604.04838","title":"Less Detail, Better Answers: Degradation-Driven Prompting for VQA","created":"2026-04-06","cited_by_count":1,"area":"mllm"},{"id":"2604.19264","title":"DR-MMSearchAgent: Deepening Reasoning in Multimodal Search Agents","created":"2026-04-21","cited_by_count":1,"area":"agents"},{"id":"2605.01278","title":"Valley3: Scaling Omni Foundation Models for E-commerce","created":"2026-05-02","cited_by_count":1,"area":"lr"},{"id":"2606.23881","title":"Ground Then Rank: Revisiting Knowledge-Based VQA with Training-Free Entity Identification","created":"2026-06-22","cited_by_count":1,"area":null},{"id":"2607.10557","title":"UNIBROWSE: A Data-to-Agent Framework for Multimodal BrowseComp","created":"2026-07-12","cited_by_count":1,"area":"agents"},{"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":"2603.01416","title":"Securing the Floor and Raising the Ceiling: A Merging-based Paradigm for Multi-modal Search Agents","created":"2026-03-02","cited_by_count":0,"area":"mllm"},{"id":"2604.14967","title":"UniDoc-RL: Coarse-to-Fine Visual RAG with Hierarchical Actions and Dense Rewards","created":"2026-04-16","cited_by_count":0,"area":"mllm"},{"id":"2605.13193","title":"FIKA-Bench: From Fine-grained Recognition to Fine-Grained Knowledge Acquisition","created":"2026-05-13","cited_by_count":0,"area":null},{"id":"2605.17946","title":"SVFSearch: A Multimodal Knowledge-Intensive Benchmark for Short-Video Frame Search in the Gaming Vertical Domain","created":"2026-05-18","cited_by_count":0,"area":"mllm"},{"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":"2606.11176","title":"Data Journalist Agent: Transforming Data into Verifiable Multimodal Stories","created":"2026-06-09","cited_by_count":0,"area":null},{"id":"2606.17888","title":"MathVis-Fine: Aligning Visual Supervision with Necessity via Progressive Dependency-Guided Training for Multimodal Mathematical Reasoning","created":"2026-06-16","cited_by_count":0,"area":"lr"},{"id":"2607.19793","title":"Silent Failures in Multimodal Agentic Search:A Diagnostic Taxonomy and Cross-Judge Evaluation","created":"2026-07-22","cited_by_count":0,"area":"agents"},{"id":"2608.29357","title":"LiteSearch-VL: Small Multimodal Search Agents via Trajectory Distillation and Synthetic Step-DPO","created":"2026-08-29","cited_by_count":0,"area":"agents"},{"id":"2609.11318","title":"Mr.LHDR: A Benchmark for Multimodal Real-World Long-Horizon Deep Research Agents","created":"2026-09-10","cited_by_count":0,"area":"agents"},{"id":"2609.15695","title":"NoteVQA: Benchmarking VLMs on Real-Life Questions from Human Communities","created":"2026-09-14","cited_by_count":0,"area":"mllm"},{"id":"2609.18417","title":"Dependency-Aware Trajectory Refinement for Efficient Multi-Turn Agent Fine-Tuning","created":"2026-09-16","cited_by_count":0,"area":"agents"},{"id":"2609.28554","title":"Pistis Technical Report","created":"2026-09-23","cited_by_count":0,"area":"mllm"},{"id":"2610.01892","title":"Selection-Based Structured Reasoning: Toward Efficient Multimodal Search Agents","created":"2026-10-01","cited_by_count":0,"area":null},{"id":"2610.03372","title":"SCAD: Structured Credit Assignment and Distillation for Long-Horizon Agents","created":"2026-10-02","cited_by_count":0,"area":null},{"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"}],"next_cursor":"100"}