{"total":97,"rows":[{"id":"2505.14683","title":"Emerging Properties in Unified Multimodal Pretraining","created":"2025-05-20","cited_by_count":897,"area":null},{"id":"2503.07598","title":"VACE: All-in-One Video Creation and Editing","created":"2025-03-10","cited_by_count":479,"area":"diffusion"},{"id":"2504.17761","title":"Step1X-Edit: A Practical Framework for General Image Editing","created":"2025-04-24","cited_by_count":429,"area":null},{"id":"2409.11340","title":"OmniGen: Unified Image Generation","created":"2024-09-17","cited_by_count":394,"area":"diffusion"},{"id":"2506.18871","title":"OmniGen2: Towards Instruction-Aligned Multimodal Generation","created":"2025-06-23","cited_by_count":253,"area":null},{"id":"2411.15738","title":"AnyEdit: Mastering Unified High-Quality Image Editing for Any Idea","created":"2024-11-24","cited_by_count":241,"area":null},{"id":"2505.20275","title":"ImgEdit: A Unified Image Editing Dataset and Benchmark","created":"2025-05-26","cited_by_count":231,"area":"mllm"},{"id":"2408.02657","title":"Lumina-mGPT: Illuminate Flexible Photorealistic Text-to-Image Generation with Multimodal Generative Pretraining","created":"2024-08-05","cited_by_count":150,"area":null},{"id":"2503.10639","title":"GoT: Unleashing Reasoning Capability of Multimodal Large Language Model for Visual Generation and Editing","created":"2025-03-13","cited_by_count":104,"area":"lr"},{"id":"2506.18095","title":"ShareGPT-4o-Image: Aligning Multimodal Models with GPT-4o-Level Image Generation","created":"2025-06-22","cited_by_count":97,"area":null},{"id":"2505.04921","title":"Perception, Reason, Think, and Plan: A Survey on Large Multimodal Reasoning Models","created":"2025-05-08","cited_by_count":90,"area":"lr"},{"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":"2505.16707","title":"KRIS-Bench: Benchmarking Next-Level Intelligent Image Editing Models","created":"2025-05-22","cited_by_count":71,"area":null},{"id":"2506.23044","title":"Ovis-U1 Technical Report","created":"2025-06-29","cited_by_count":67,"area":null},{"id":"2506.09344","title":"Ming-Omni: A Unified Multimodal Model for Perception and Generation","created":"2025-06-11","cited_by_count":66,"area":null},{"id":"2410.00086","title":"ACE: All-round Creator and Editor Following Instructions via Diffusion Transformer","created":"2024-09-30","cited_by_count":56,"area":"diffusion"},{"id":"2509.20360","title":"EditVerse: Unifying Image and Video Editing and Generation with In-Context Learning","created":"2025-09-24","cited_by_count":54,"area":null},{"id":"2512.07826","title":"OpenVE-3M: A Large-Scale High-Quality Dataset for Instruction-Guided Video Editing","created":"2025-12-08","cited_by_count":53,"area":null},{"id":"2501.04699","title":"EditAR: Unified Conditional Generation with Autoregressive Models","created":"2025-01-08","cited_by_count":40,"area":null},{"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":"2510.06679","title":"DreamOmni2: Multimodal Instruction-based Editing and Generation","created":"2025-10-08","cited_by_count":38,"area":null},{"id":"2507.14119","title":"NoHumansRequired: Autonomous High-Quality Image Editing Triplet Mining","created":"2025-07-18","cited_by_count":33,"area":null},{"id":"2503.19839","title":"FireEdit: Fine-grained Instruction-based Image Editing via Region-aware Vision Language Model","created":"2025-03-25","cited_by_count":32,"area":"mllm"},{"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":"2411.18499","title":"OpenING: A Comprehensive Benchmark for Judging Open-ended Interleaved Image-Text Generation","created":"2024-11-27","cited_by_count":31,"area":"mllm"},{"id":"2412.04280","title":"HumanEdit: A High-Quality Human-Rewarded Dataset for Instruction-based Image Editing","created":"2024-12-05","cited_by_count":29,"area":null},{"id":"2508.07607","title":"X2Edit: Revisiting Arbitrary-Instruction Image Editing through Self-Constructed Data and Task-Aware Representation Learning","created":"2025-08-11","cited_by_count":25,"area":null},{"id":"2502.14397","title":"PhotoDoodle: Learning Artistic Image Editing from Few-Shot Pairwise Data","created":"2025-02-20","cited_by_count":24,"area":null},{"id":"2508.15772","title":"Visual Autoregressive Modeling for Instruction-Guided Image Editing","created":"2025-08-21","cited_by_count":22,"area":"diffusion"},{"id":"2506.12830","title":"ComplexBench-Edit: Benchmarking Complex Instruction-Driven Image Editing via Compositional Dependencies","created":"2025-06-15","cited_by_count":21,"area":null},{"id":"2410.13861","title":"PUMA: Empowering Unified MLLM with Multi-granular Visual Generation","created":"2024-10-17","cited_by_count":20,"area":null},{"id":"2411.04713","title":"Multi-Reward as Condition for Instruction-based Image Editing","created":"2024-11-06","cited_by_count":20,"area":null},{"id":"2503.12652","title":"UniVG: A Generalist Diffusion Model for Unified Image Generation and Editing","created":"2025-03-16","cited_by_count":19,"area":"diffusion"},{"id":"2506.03107","title":"ByteMorph: Benchmarking Instruction-Guided Image Editing with Non-Rigid Motions","created":"2025-06-03","cited_by_count":19,"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":"2505.02370","title":"SuperEdit: Rectifying and Facilitating Supervision for Instruction-Based Image Editing","created":"2025-05-05","cited_by_count":18,"area":null},{"id":"2505.12200","title":"CompBench: Benchmarking Complex Instruction-guided Image Editing","created":"2025-05-18","cited_by_count":17,"area":null},{"id":"2511.21087","title":"MIRA: Multimodal Iterative Reasoning Agent for Image Editing","created":"2025-11-26","cited_by_count":17,"area":null},{"id":"2512.16906","title":"VIVA: VLM-Guided Instruction-Based Video Editing with Reward Optimization","created":"2025-12-18","cited_by_count":16,"area":null},{"id":"2509.26641","title":"Query-Kontext: An Unified Multimodal Model for Image Generation and Editing","created":"2025-09-30","cited_by_count":15,"area":"mllm"},{"id":"2410.13757","title":"MobA: Multifaceted Memory-Enhanced Adaptive Planning for Efficient Mobile Task Automation","created":"2024-10-17","cited_by_count":14,"area":null},{"id":"2505.02471","title":"Ming-Lite-Uni: Advancements in Unified Architecture for Natural Multimodal Interaction","created":"2025-05-05","cited_by_count":13,"area":null},{"id":"2510.14978","title":"Learning an Image Editing Model without Image Editing Pairs","created":"2025-10-16","cited_by_count":13,"area":"diffusion"},{"id":"2512.16920","title":"EasyV2V: A High-quality Instruction-based Video Editing Framework","created":"2025-12-18","cited_by_count":13,"area":null},{"id":"2512.11715","title":"EditMGT: Unleashing Potentials of Masked Generative Transformers in Image Editing","created":"2025-12-12","cited_by_count":12,"area":"diffusion"},{"id":"2508.06080","title":"DreamVE: Unified Instruction-based Image and Video Editing","created":"2025-08-08","cited_by_count":11,"area":null},{"id":"2502.21291","title":"MIGE: Mutually Enhanced Multimodal Instruction-Based Image Generation and Editing","created":"2025-02-28","cited_by_count":10,"area":"diffusion"},{"id":"2512.02790","title":"UnicEdit-10M: A Dataset and Benchmark Breaking the Scale-Quality Barrier via Unified Verification for Reasoning-Enriched Edits","created":"2025-12-01","cited_by_count":10,"area":null},{"id":"2604.04911","title":"SpatialEdit: Benchmarking Fine-Grained Image Spatial Editing","created":"2026-04-06","cited_by_count":10,"area":null},{"id":"2512.06065","title":"EgoEdit: Dataset, Real-Time Streaming Model, and Benchmark for Egocentric Video Editing","created":"2025-12-05","cited_by_count":8,"area":null},{"id":"2603.00141","title":"From Scale to Speed: Adaptive Test-Time Scaling for Image Editing","created":"2026-02-24","cited_by_count":8,"area":"lr"},{"id":"2603.19228","title":"SAMA: Factorized Semantic Anchoring and Motion Alignment for Instruction-Guided Video Editing","created":"2026-03-19","cited_by_count":8,"area":null},{"id":"2511.14063","title":"Semantic Context Matters: Improving Conditioning for Autoregressive Models","created":"2025-11-18","cited_by_count":7,"area":null},{"id":"2411.19156","title":"LoRA of Change: Learning to Generate LoRA for the Editing Instruction from A Single Before-After Image Pair","created":"2024-11-28","cited_by_count":6,"area":null},{"id":"2512.01755","title":"FreqEdit: Preserving High-Frequency Features for Robust Multi-Turn Image Editing","created":"2025-12-01","cited_by_count":6,"area":null},{"id":"2606.06042","title":"LoomVideo: Unifying Multimodal Inputs into Video Generation and Editing","created":"2026-06-04","cited_by_count":6,"area":null},{"id":"2505.01079","title":"Improving Editability in Image Generation with Layer-wise Memory","created":"2025-05-02","cited_by_count":5,"area":null},{"id":"2505.16181","title":"Understanding Generative AI Capabilities in Everyday Image Editing Tasks","created":"2025-05-22","cited_by_count":5,"area":null},{"id":"2508.15227","title":"GenTune: Toward Traceable Prompts to Improve Controllability of Image Refinement in Environment Design","created":"2025-08-21","cited_by_count":5,"area":null},{"id":"2604.28185","title":"Visual Generation in the New Era: An Evolution from Atomic Mapping to Agentic World Modeling","created":"2026-04-30","cited_by_count":5,"area":"wm"},{"id":"2608.12122","title":"HandEdit: A Unified Benchmark for Egocentric Human-to-Robot Dexterous Hand Image Editing","created":"2026-08-12","cited_by_count":5,"area":null},{"id":"2412.18525","title":"Explanatory Instructions: Towards Unified Vision Tasks Understanding and Zero-shot Generalization","created":"2024-12-24","cited_by_count":4,"area":null},{"id":"2507.05397","title":"Neural-Driven Image Editing","created":"2025-07-07","cited_by_count":4,"area":"diffusion"},{"id":"2507.07317","title":"ADIEE: Automatic Dataset Creation and Scorer for Instruction-Guided Image Editing Evaluation","created":"2025-07-09","cited_by_count":4,"area":null},{"id":"2509.01986","title":"Draw-In-Mind: Rebalancing Designer-Painter Roles in Unified Multimodal Models Benefits Image Editing","created":"2025-09-02","cited_by_count":4,"area":null},{"id":"2606.09156","title":"OmniGen-AR: AutoRegressive Any-to-Image Generation","created":"2026-06-08","cited_by_count":4,"area":null},{"id":"2509.26231","title":"IMG: Calibrating Diffusion Models via Implicit Multimodal Guidance","created":"2025-09-30","cited_by_count":3,"area":"diffusion"},{"id":"2511.19111","title":"DiffSeg30k: A Multi-Turn Diffusion Editing Benchmark for Localized AIGC Detection","created":"2025-11-24","cited_by_count":3,"area":"diffusion"},{"id":"2602.00508","title":"DuoGen: Towards General Purpose Interleaved Multimodal Generation","created":"2026-01-31","cited_by_count":3,"area":null},{"id":"2602.22150","title":"CoLoGen: Progressive Learning of Concept-Localization Duality for Unified Image Generation","created":"2026-02-25","cited_by_count":3,"area":null},{"id":"2603.26174","title":"CREval: An Automated Interpretable Evaluation for Creative Image Manipulation under Complex Instructions","created":"2026-03-27","cited_by_count":3,"area":null},{"id":"2608.01113","title":"CoT-Edit: Let CoT Guide Instruction Video Editing","created":"2026-08-02","cited_by_count":3,"area":null},{"id":"2504.09697","title":"SPICE: A Synergistic, Precise, Iterative, and Customizable Image Editing Workflow","created":"2025-04-13","cited_by_count":2,"area":"diffusion"},{"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":"2512.22525","title":"DreamOmni3: Scribble-based Editing and Generation","created":"2025-12-27","cited_by_count":2,"area":null},{"id":"2601.02242","title":"VIBE: Visual Instruction Based Editor","created":"2026-01-05","cited_by_count":2,"area":null},{"id":"2605.08029","title":"STARFlow2: Bridging Language Models and Normalizing Flows for Unified Multimodal Generation","created":"2026-05-08","cited_by_count":2,"area":"inference"},{"id":"2412.10566","title":"EVLM: Self-Reflective Multimodal Reasoning for Cross-Dimensional Visual Editing","created":"2024-12-13","cited_by_count":1,"area":"lr"},{"id":"2501.02376","title":"Origin Identification for Text-Guided Image-to-Image Diffusion Models","created":"2025-01-04","cited_by_count":1,"area":"diffusion"},{"id":"2504.19212","title":"CapsFake: A Multimodal Capsule Network for Detecting Instruction-Guided Deepfakes","created":"2025-04-27","cited_by_count":1,"area":null},{"id":"2602.03448","title":"Hierarchical Concept-to-Appearance Guidance for Multi-Subject Image Generation","created":"2026-02-03","cited_by_count":1,"area":"diffusion"},{"id":"2602.07993","title":"MCIE: Multimodal LLM-Driven Complex Instruction Image Editing with Spatial Guidance","created":"2026-02-08","cited_by_count":1,"area":"mllm"},{"id":"2603.21176","title":"GIDE: Unlocking Diffusion LLMs for Precise Training-Free Image Editing","created":"2026-03-22","cited_by_count":1,"area":null},{"id":"2604.10954","title":"FineEdit: Fine-Grained Image Edit with Bounding Box Guidance","created":"2026-04-13","cited_by_count":1,"area":"diffusion"},{"id":"2605.23518","title":"VINS-120K: Ultra High-Resolution Image Editing with A Large-Scale Dataset","created":"2026-05-22","cited_by_count":1,"area":null},{"id":"2606.05950","title":"Edit-R2: Context-Aware Reinforcement Learning for Multi-Turn Image Editing","created":"2026-06-04","cited_by_count":1,"area":"diffusion"},{"id":"2608.16812","title":"Unlocking the Potential of Image Editing via Concept Scaling and Dense Supervision","created":"2026-08-17","cited_by_count":1,"area":"diffusion"},{"id":"2507.23095","title":"SMART-Editor: A Multi-Agent Framework for Human-Like Design Editing with Structural Integrity","created":"2025-07-30","cited_by_count":0,"area":null},{"id":"2511.20957","title":"Beyond Realism: Learning the Art of Expressive Composition with StickerNet","created":"2025-11-26","cited_by_count":0,"area":null},{"id":"2512.13609","title":"Do-Undo Bench: Reversibility for Action Understanding in Image Generation","created":"2025-12-15","cited_by_count":0,"area":"mllm"},{"id":"2602.01881","title":"ProxyImg: Towards Highly-Controllable Image Representation via Hierarchical Disentangled Proxy Embedding","created":"2026-02-02","cited_by_count":0,"area":null},{"id":"2602.09268","title":"Rethinking Global Text Conditioning in Diffusion Transformers","created":"2026-02-09","cited_by_count":0,"area":"diffusion"},{"id":"2604.23763","title":"Edit Where You Mean: Region-Aware Adapter Injection for Mask-Free Local Image Editing","created":"2026-04-26","cited_by_count":0,"area":"diffusion"},{"id":"2606.00931","title":"CV-Arena: An Open Benchmark for Instructional Computer Vision Problem Solving with Human-AI Collaborative Preferences","created":"2026-05-30","cited_by_count":0,"area":"agents"},{"id":"2607.07051","title":"Making Implicit Preservation Intent Explicit in Conversational Image Editing","created":"2026-07-08","cited_by_count":0,"area":null},{"id":"2608.29809","title":"RegionCache: Semantic-Aware Region Reuse for Efficient Multi-Turn Image Generation","created":"2026-08-30","cited_by_count":0,"area":null},{"id":"2609.33286","title":"InfoEdit: Probing Global Layout Reasoning in Infographic Editing","created":"2026-09-27","cited_by_count":0,"area":null}],"next_cursor":null}