{"total":133,"rows":[{"id":"2505.20275","title":"ImgEdit: A Unified Image Editing Dataset and Benchmark","created":"2025-05-26","cited_by_count":231,"area":"mllm"},{"id":"2505.02567","title":"Unified Multimodal Understanding and Generation Models: Advances, Challenges, and Opportunities","created":"2025-05-05","cited_by_count":85,"area":null},{"id":"2410.09855","title":"Text4Seg: Reimagining Image Segmentation as Text Generation","created":"2024-10-13","cited_by_count":61,"area":"mllm"},{"id":"2412.15606","title":"Multi-modal Agent Tuning: Building a VLM-Driven Agent for Efficient Tool Usage","created":"2024-12-20","cited_by_count":51,"area":"agents"},{"id":"2503.12271","title":"Reflect-DiT: Inference-Time Scaling for Text-to-Image Diffusion Transformers via In-Context Reflection","created":"2025-03-15","cited_by_count":43,"area":"lr"},{"id":"2509.04545","title":"PromptEnhancer: A Simple Approach to Enhance Text-to-Image Models via Chain-of-Thought Prompt Rewriting","created":"2025-09-04","cited_by_count":43,"area":"lr"},{"id":"2503.14350","title":"VEGGIE: Instructional Editing and Reasoning Video Concepts with Grounded Generation","created":"2025-03-18","cited_by_count":40,"area":"lr"},{"id":"2410.07171","title":"IterComp: Iterative Composition-Aware Feedback Learning from Model Gallery for Text-to-Image Generation","created":"2024-10-09","cited_by_count":33,"area":"diffusion"},{"id":"2507.20536","title":"T2I-Copilot: A Training-Free Multi-Agent Text-to-Image System for Enhanced Prompt Interpretation and Interactive Generation","created":"2025-07-28","cited_by_count":33,"area":"agents"},{"id":"2412.10316","title":"BrushEdit: All-In-One Image Inpainting and Editing","created":"2024-12-13","cited_by_count":31,"area":"diffusion"},{"id":"2410.22376","title":"Rare-to-Frequent: Unlocking Compositional Generation Power of Diffusion Models on Rare Concepts with LLM Guidance","created":"2024-10-29","cited_by_count":30,"area":"diffusion"},{"id":"2411.09703","title":"MagicQuill: An Intelligent Interactive Image Editing System","created":"2024-11-14","cited_by_count":30,"area":null},{"id":"2505.24787","title":"Draw ALL Your Imagine: A Holistic Benchmark and Agent Framework for Complex Instruction-based Image Generation","created":"2025-05-30","cited_by_count":30,"area":"agents"},{"id":"2502.09411","title":"ImageRAG: Dynamic Image Retrieval for Reference-Guided Image Generation","created":"2025-02-13","cited_by_count":21,"area":"diffusion"},{"id":"2508.08487","title":"MAViS: A Multi-Agent Framework for Long-Sequence Video Storytelling","created":"2025-08-11","cited_by_count":21,"area":null},{"id":"2602.09084","title":"Agent Banana: High-Fidelity Image Editing with Agentic Thinking and Tooling","created":"2026-02-09","cited_by_count":19,"area":"agents"},{"id":"2412.07589","title":"DiffSensei: Bridging Multi-Modal LLMs and Diffusion Models for Customized Manga Generation","created":"2024-12-10","cited_by_count":18,"area":"mllm"},{"id":"2511.21087","title":"MIRA: Multimodal Iterative Reasoning Agent for Image Editing","created":"2025-11-26","cited_by_count":17,"area":null},{"id":"2505.17908","title":"ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback","created":"2025-05-23","cited_by_count":15,"area":null},{"id":"2505.20129","title":"Agentic 3D Scene Generation with Spatially Contextualized VLMs","created":"2025-05-26","cited_by_count":14,"area":"mllm"},{"id":"2510.06664","title":"ToolMem: Enhancing Multimodal Agents with Learnable Tool Capability Memory","created":"2025-10-08","cited_by_count":14,"area":"mllm"},{"id":"2508.06916","title":"Talk2Image: A Multi-Agent System for Multi-Turn Image Generation and Editing","created":"2025-08-09","cited_by_count":13,"area":null},{"id":"2603.12310","title":"VQQA: An Agentic Approach for Video Evaluation and Quality Improvement","created":"2026-03-12","cited_by_count":12,"area":"agents"},{"id":"2411.17176","title":"ChatGen: Automatic Text-to-Image Generation From FreeStyle Chatting","created":"2024-11-26","cited_by_count":11,"area":null},{"id":"2411.18983","title":"SPAgent: Adaptive Task Decomposition and Model Selection for General Video Generation and Editing","created":"2024-11-28","cited_by_count":11,"area":null},{"id":"2503.11060","title":"BannerAgency: Advertising Banner Design with Multimodal LLM Agents","created":"2025-03-14","cited_by_count":11,"area":null},{"id":"2505.06176","title":"MonetGPT: Solving Puzzles Enhances MLLMs' Image Retouching Skills","created":"2025-05-09","cited_by_count":10,"area":null},{"id":"2506.04158","title":"Image Editing As Programs with Diffusion Models","created":"2025-06-04","cited_by_count":10,"area":"diffusion"},{"id":"2506.13827","title":"Balancing Preservation and Modification: A Region and Semantic Aware Metric for Instruction-Based Image Editing","created":"2025-06-15","cited_by_count":10,"area":null},{"id":"2512.16149","title":"ToolForge: A Data Synthesis Pipeline for Multi-Hop Search without Real-World APIs","created":"2025-12-18","cited_by_count":10,"area":"agents"},{"id":"2412.21079","title":"Edicho: Consistent Image Editing in the Wild","created":"2024-12-30","cited_by_count":9,"area":null},{"id":"2503.01887","title":"When Continue Learning Meets Multimodal Large Language Model: A Survey","created":"2025-02-27","cited_by_count":9,"area":"mllm"},{"id":"2507.01908","title":"Reasoning to Edit: Hypothetical Instruction-Based Image Editing with Visual Reasoning","created":"2025-07-02","cited_by_count":9,"area":"lr"},{"id":"2507.05259","title":"Beyond Simple Edits: X-Planner for Complex Instruction-Based Image Editing","created":"2025-07-07","cited_by_count":9,"area":"diffusion"},{"id":"2508.06905","title":"MultiRef: Controllable Image Generation with Multiple Visual References","created":"2025-08-09","cited_by_count":9,"area":null},{"id":"2509.06321","title":"Text4Seg++: Advancing Image Segmentation via Generative Language Modeling","created":"2025-09-08","cited_by_count":9,"area":"mllm"},{"id":"2510.03161","title":"UniShield: An Adaptive Multi-Agent Framework for Unified Forgery Image Detection and Localization","created":"2025-10-03","cited_by_count":9,"area":null},{"id":"2601.19199","title":"MAGNET: Towards Adaptive GUI Agents with Memory-Driven Knowledge Evolution","created":"2026-01-27","cited_by_count":9,"area":"agents"},{"id":"2507.04451","title":"CoT-lized Diffusion: Let's Reinforce T2I Generation Step-by-step","created":"2025-07-06","cited_by_count":8,"area":null},{"id":"2502.15972","title":"When Cultures Meet: Multicultural Text-to-Image Generation","created":"2025-02-21","cited_by_count":7,"area":null},{"id":"2503.10112","title":"MoEdit: On Learning Quantity Perception for Multi-object Image Editing","created":"2025-03-13","cited_by_count":7,"area":null},{"id":"2511.08251","title":"LayerEdit: Disentangled Multi-Object Editing via Conflict-Aware Multi-Layer Learning","created":"2025-11-11","cited_by_count":7,"area":null},{"id":"2601.20305","title":"Endogenous Reprompting: Self-Evolving Cognitive Alignment for Unified Multimodal Models","created":"2026-01-28","cited_by_count":7,"area":null},{"id":"2603.12829","title":"coDrawAgents: A Multi-Agent Dialogue Framework for Compositional Image Generation","created":"2026-03-13","cited_by_count":7,"area":null},{"id":"2503.10613","title":"CoSTA$\\ast$: Cost-Sensitive Toolpath Agent for Multi-turn Image Editing","created":"2025-03-13","cited_by_count":6,"area":"diffusion"},{"id":"2508.09632","title":"Preacher: Paper-to-Video Agentic System","created":"2025-08-13","cited_by_count":6,"area":"agents"},{"id":"2510.07217","title":"GenPilot: A Multi-Agent System for Test-Time Prompt Optimization in Image Generation","created":"2025-10-08","cited_by_count":6,"area":null},{"id":"2506.09656","title":"Multi-level Value Alignment in Agentic AI Systems: Survey and Perspectives","created":"2025-06-11","cited_by_count":5,"area":"agents"},{"id":"2510.19245","title":"See, Think, Act: Online Shopper Behavior Simulation with VLM Agents","created":"2025-10-22","cited_by_count":5,"area":"lr"},{"id":"2511.20614","title":"The Consistency Critic: Correcting Inconsistencies in Generated Images via Reference-Guided Attentive Alignment","created":"2025-11-25","cited_by_count":5,"area":null},{"id":"2512.06802","title":"VDOT: Efficient Unified Video Creation via Optimal Transport Distillation","created":"2025-12-07","cited_by_count":5,"area":null},{"id":"2512.07702","title":"Guiding What Not to Generate: Automated Negative Prompting for Text-Image Alignment","created":"2025-12-08","cited_by_count":5,"area":null},{"id":"2512.13303","title":"ShowTable: Unlocking Creative Table Visualization with Collaborative Reflection and Refinement","created":"2025-12-15","cited_by_count":5,"area":null},{"id":"2601.15286","title":"Iterative Refinement Improves Compositional Image Generation","created":"2026-01-21","cited_by_count":5,"area":"mllm"},{"id":"2606.01803","title":"OctoT2I: A Self-Evolving Agentic Text-to-Image Router","created":"2026-06-01","cited_by_count":5,"area":"agents"},{"id":"2412.06089","title":"GraPE: A Generate-Plan-Edit Framework for Compositional T2I Synthesis","created":"2024-12-08","cited_by_count":4,"area":"diffusion"},{"id":"2503.13500","title":"Long-horizon Visual Instruction Generation with Logic and Attribute Self-reflection","created":"2025-03-12","cited_by_count":4,"area":null},{"id":"2504.08111","title":"POEM: Precise Object-level Editing via MLLM control","created":"2025-04-10","cited_by_count":4,"area":"diffusion"},{"id":"2504.12704","title":"SmartFreeEdit: Mask-Free Spatial-Aware Image Editing with Complex Instruction Understanding","created":"2025-04-17","cited_by_count":4,"area":null},{"id":"2505.19149","title":"MIND-Edit: MLLM Insight-Driven Editing via Language-Vision Projection","created":"2025-05-25","cited_by_count":4,"area":null},{"id":"2508.16644","title":"CountLoop: Training-Free High-Instance Image Generation via Iterative Agent Guidance","created":"2025-08-18","cited_by_count":4,"area":"diffusion"},{"id":"2512.16250","title":"AMUSE: Audio-Visual Benchmark and Alignment Framework for Agentic Multi-Speaker Understanding","created":"2025-12-18","cited_by_count":4,"area":"mllm"},{"id":"2512.22437","title":"EmoCtrl: Controllable Emotional Image Content Generation","created":"2025-12-27","cited_by_count":4,"area":null},{"id":"2602.17558","title":"RetouchIQ: MLLM Agents for Instruction-Based Image Retouching with Generalist Reward","created":"2026-02-19","cited_by_count":4,"area":"mllm"},{"id":"2602.22809","title":"PhotoAgent: Exploratory Visual Aesthetic Planning with Large Vision Models","created":"2026-02-26","cited_by_count":4,"area":null},{"id":"2606.05031","title":"MetaPoint: Unlocking Precise Spatial Control in Agentic Visual Generation","created":"2026-06-03","cited_by_count":4,"area":"agents"},{"id":"2412.09614","title":"RAVEL: Rare Concept Generation and Editing via Graph-driven Relational Guidance","created":"2024-12-12","cited_by_count":3,"area":"diffusion"},{"id":"2503.11290","title":"EmoAgent: A Multi-Agent Framework for Diverse Affective Image Manipulation","created":"2025-03-14","cited_by_count":3,"area":null},{"id":"2510.17603","title":"ShapeCraft: LLM Agents for Structured, Textured and Interactive 3D Modeling","created":"2025-10-20","cited_by_count":3,"area":"agents"},{"id":"2604.03156","title":"CAMEO: A Conditional and Quality-Aware Multi-Agent Image Editing Orchestrator","created":"2026-04-03","cited_by_count":3,"area":null},{"id":"2411.17223","title":"DreamMix: Decoupling Object Attributes for Enhanced Editability in Customized Image Inpainting","created":"2024-11-26","cited_by_count":2,"area":"diffusion"},{"id":"2511.11780","title":"Image-POSER: Reflective RL for Multi-Expert Image Generation and Editing","created":"2025-11-15","cited_by_count":2,"area":"deeprl"},{"id":"2512.13276","title":"CogniEdit: Dense Gradient Flow Optimization for Fine-Grained Image Editing","created":"2025-12-15","cited_by_count":2,"area":"diffusion"},{"id":"2603.20209","title":"Children's Intelligence Tests Pose Challenges for MLLMs? KidGym: A 2D Grid-Based Reasoning Benchmark for MLLMs","created":"2026-03-02","cited_by_count":2,"area":"lr"},{"id":"2604.05076","title":"GLANCE: A Global-Local Coordination Multi-Agent Framework for Music-Grounded Non-Linear Video Editing","created":"2026-04-06","cited_by_count":2,"area":"agents"},{"id":"2604.10784","title":"TorchUMM: A Unified Multimodal Model Codebase for Evaluation, Analysis, and Post-training","created":"2026-04-12","cited_by_count":2,"area":null},{"id":"2604.15917","title":"Making Image Editing Easier via Adaptive Task Reformulation with Agentic Executions","created":"2026-04-17","cited_by_count":2,"area":"agents"},{"id":"2605.11722","title":"EPIC: Efficient Predicate-Guided Inference-Time Control for Compositional Text-to-Image Generation","created":"2026-05-12","cited_by_count":2,"area":null},{"id":"2606.08016","title":"IEA: Amateur-Friendly Conversational Image Editing Agent via Three Stages of Multitask Alignment","created":"2026-06-06","cited_by_count":2,"area":"agents"},{"id":"2606.13679","title":"InterleaveThinker: Reinforcing Agentic Interleaved Generation","created":"2026-06-11","cited_by_count":2,"area":"agents"},{"id":"2607.23920","title":"What Can I Edit? Open-Ended Strategy Discovery and the Emotion Editability Landscape","created":"2026-07-27","cited_by_count":2,"area":null},{"id":"2505.21478","title":"Policy Optimized Text-to-Image Pipeline Design","created":"2025-05-27","cited_by_count":1,"area":null},{"id":"2510.08567","title":"MATRIX: Multimodal Agent Tuning for Robust Tool-Use Reasoning","created":"2025-10-09","cited_by_count":1,"area":"lr"},{"id":"2601.22455","title":"ScribbleSense: Generative Scribble-Based Texture Editing with Intent Prediction","created":"2026-01-30","cited_by_count":1,"area":null},{"id":"2601.22571","title":"PerfGuard: A Performance-Aware Agent for Visual Content Generation","created":"2026-01-30","cited_by_count":1,"area":"agents"},{"id":"2602.02051","title":"SIDiffAgent: Self-Improving Diffusion Agent","created":"2026-02-02","cited_by_count":1,"area":"diffusion"},{"id":"2603.20828","title":"EruDiff: Refactoring Knowledge in Diffusion Models for Advanced Text-to-Image Synthesis","created":"2026-03-21","cited_by_count":1,"area":"diffusion"},{"id":"2604.16958","title":"Self-Reasoning Agentic Framework for Narrative Product Grid-Collage Generation","created":"2026-04-18","cited_by_count":1,"area":"agents"},{"id":"2605.15181","title":"From Plans to Pixels: Learning to Plan and Orchestrate for Open-Ended Image Editing","created":"2026-05-14","cited_by_count":1,"area":null},{"id":"2605.28173","title":"MangaFlow: An End-to-End Agentic Framework for Controllable Story to Manga Generation","created":"2026-05-27","cited_by_count":1,"area":"agents"},{"id":"2607.08497","title":"Cognitive-structured Multimodal Agent for Multimodal Understanding, Generation, and Editing","created":"2026-07-09","cited_by_count":1,"area":null},{"id":"2607.16409","title":"Think, Plan, Paint: Layout-Aware Reasoning for Controllable Image Generation in Unified Models","created":"2026-07-17","cited_by_count":1,"area":"lr"},{"id":"2607.19947","title":"ETPDesigner: Multi-Agent Orchestration for Interactive Multimodal Electronic Theater Program","created":"2026-07-22","cited_by_count":1,"area":"agents"},{"id":"2608.06751","title":"Beyond Starry Night: Shortcut-Aware Control-State Planning for Artist-Grounded Text to Image Generation","created":"2026-08-07","cited_by_count":1,"area":null},{"id":"2609.05171","title":"WeAgent-MMGenEdit: A Full-Stack Recipe for Multimodal Agentic Image Generation and Editing","created":"2026-09-04","cited_by_count":1,"area":"agents"},{"id":"2609.06758","title":"Agentic Visual Generation: From Generative Models to Agentic Control","created":"2026-09-06","cited_by_count":1,"area":"agents"},{"id":"2504.08714","title":"Generating Fine Details of Entity Interactions","created":"2025-04-11","cited_by_count":0,"area":null},{"id":"2505.19554","title":"Aggregated Structural Representation with Large Language Models for Human-Centric Layout Generation","created":"2025-05-26","cited_by_count":0,"area":null},{"id":"2505.22663","title":"Training Free Stylized Abstraction","created":"2025-05-28","cited_by_count":0,"area":null},{"id":"2506.11394","title":"Dynamic Double Space Tower","created":"2025-06-13","cited_by_count":0,"area":null}],"next_cursor":"100"}