{"total":154,"rows":[{"id":"2506.18871","title":"OmniGen2: Towards Instruction-Aligned Multimodal Generation","created":"2025-06-23","cited_by_count":253,"area":null},{"id":"2504.20690","title":"In-Context Edit: Enabling Instructional Image Editing with In-Context Generation in Large Scale Diffusion Transformer","created":"2025-04-29","cited_by_count":204,"area":"diffusion"},{"id":"2510.26583","title":"Emu3.5: Native Multimodal Models are World Learners","created":"2025-10-30","cited_by_count":132,"area":"wm"},{"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":"2506.23044","title":"Ovis-U1 Technical Report","created":"2025-06-29","cited_by_count":67,"area":null},{"id":"2506.21416","title":"XVerse: Consistent Multi-Subject Control of Identity and Semantic Attributes via DiT Modulation","created":"2025-06-26","cited_by_count":56,"area":"diffusion"},{"id":"2504.07960","title":"VisualCloze: A Universal Image Generation Framework via Visual In-Context Learning","created":"2025-04-10","cited_by_count":39,"area":"diffusion"},{"id":"2510.06679","title":"DreamOmni2: Multimodal Instruction-based Editing and Generation","created":"2025-10-08","cited_by_count":38,"area":null},{"id":"2505.19114","title":"CreatiDesign: A Unified Multi-Conditional Diffusion Transformer for Creative Graphic Design","created":"2025-05-25","cited_by_count":36,"area":"diffusion"},{"id":"2508.18966","title":"USO: Unified Style and Subject-Driven Generation via Disentangled and Reward Learning","created":"2025-08-26","cited_by_count":27,"area":null},{"id":"2504.12395","title":"InstantCharacter: Personalize Any Characters with a Scalable Diffusion Transformer Framework","created":"2025-04-16","cited_by_count":19,"area":"diffusion"},{"id":"2509.06818","title":"UMO: Scaling Multi-Identity Consistency for Image Customization via Matching Reward","created":"2025-09-08","cited_by_count":19,"area":null},{"id":"2506.04213","title":"FullDiT2: Efficient In-Context Conditioning for Video Diffusion Transformers","created":"2025-06-04","cited_by_count":18,"area":"diffusion"},{"id":"2510.11000","title":"ContextGen: Contextual Layout Anchoring for Identity-Consistent Multi-Instance Generation","created":"2025-10-13","cited_by_count":18,"area":"diffusion"},{"id":"2505.19415","title":"MMIG-Bench: Towards Comprehensive and Explainable Evaluation of Multi-Modal Image Generation Models","created":"2025-05-26","cited_by_count":17,"area":null},{"id":"2506.10941","title":"VINCIE: Unlocking In-context Image Editing from Video","created":"2025-06-12","cited_by_count":17,"area":null},{"id":"2510.14975","title":"WithAnyone: Towards Controllable and ID Consistent Image Generation","created":"2025-10-16","cited_by_count":17,"area":null},{"id":"2506.21276","title":"WordCon: Word-level Typography Control in Scene Text Rendering","created":"2025-06-26","cited_by_count":16,"area":null},{"id":"2508.08244","title":"Cut2Next: Generating Next Shot via In-Context Tuning","created":"2025-08-11","cited_by_count":15,"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":"2509.01977","title":"MOSAIC: Multi-Subject Personalized Generation via Correspondence-Aware Alignment and Disentanglement","created":"2025-09-02","cited_by_count":14,"area":null},{"id":"2601.02204","title":"NextFlow: Unified Sequential Modeling Activates Multimodal Understanding and Generation","created":"2026-01-05","cited_by_count":14,"area":null},{"id":"2505.18612","title":"Mod-Adapter: Tuning-Free and Versatile Multi-concept Personalization via Modulation Adapter","created":"2025-05-24","cited_by_count":13,"area":"moe"},{"id":"2505.23758","title":"LoRAShop: Training-Free Multi-Concept Image Generation and Editing with Rectified Flow Transformers","created":"2025-05-29","cited_by_count":12,"area":"diffusion"},{"id":"2605.18678","title":"Lance: Unified Multimodal Modeling by Multi-Task Synergy","created":"2026-05-18","cited_by_count":12,"area":null},{"id":"2506.04158","title":"Image Editing As Programs with Diffusion Models","created":"2025-06-04","cited_by_count":10,"area":"diffusion"},{"id":"2507.01926","title":"IC-Custom: Diverse Image Customization via In-Context Learning","created":"2025-07-02","cited_by_count":10,"area":null},{"id":"2512.07348","title":"MICo-150K: A Comprehensive Dataset Advancing Multi-Image Composition","created":"2025-12-08","cited_by_count":10,"area":null},{"id":"2512.12675","title":"Scone: Bridging Composition and Distinction in Subject-Driven Image Generation via Unified Understanding-Generation Modeling","created":"2025-12-14","cited_by_count":10,"area":null},{"id":"2512.19686","title":"Visual-Aware CoT: Achieving High-Fidelity Visual Consistency in Unified Models","created":"2025-12-22","cited_by_count":10,"area":"lr"},{"id":"2511.22989","title":"MultiBanana: A Challenging Benchmark for Multi-Reference Text-to-Image Generation","created":"2025-11-28","cited_by_count":9,"area":null},{"id":"2512.01236","title":"PSR: Scaling Multi-Subject Personalized Image Generation with Pairwise Subject-Consistency Rewards","created":"2025-12-01","cited_by_count":9,"area":null},{"id":"2504.13226","title":"Image Editing with Diffusion Models: A Survey","created":"2025-04-17","cited_by_count":8,"area":"diffusion"},{"id":"2506.07992","title":"PairEdit: Learning Semantic Variations for Exemplar-based Image Editing","created":"2025-06-09","cited_by_count":8,"area":null},{"id":"2509.05659","title":"EditIDv2: Editable ID Customization with Data-Lubricated ID Feature Integration for Text-to-Image Generation","created":"2025-09-06","cited_by_count":8,"area":null},{"id":"2601.05124","title":"Re-Align: Structured Reasoning-guided Alignment for In-Context Image Generation and Editing","created":"2026-01-08","cited_by_count":8,"area":null},{"id":"2504.19724","title":"RepText: Rendering Visual Text via Replicating","created":"2025-04-28","cited_by_count":7,"area":null},{"id":"2508.00477","title":"LAMIC: Layout-Aware Multi-Image Composition via Scalability of Multimodal Diffusion Transformer","created":"2025-08-01","cited_by_count":7,"area":"diffusion"},{"id":"2509.18092","title":"ComposeMe: Attribute-Specific Image Prompts for Controllable Human Image Generation","created":"2025-09-22","cited_by_count":7,"area":null},{"id":"2603.11593","title":"WeEdit: A Dataset, Benchmark and Glyph-Guided Framework for Text-centric Image Editing","created":"2026-03-12","cited_by_count":7,"area":null},{"id":"2603.27862","title":"ImagenWorld: Stress-Testing Image Generation Models with Explainable Human Evaluation on Open-ended Real-World Tasks","created":"2026-03-29","cited_by_count":7,"area":null},{"id":"2505.23325","title":"Dimension-Reduction Attack! Video Generative Models are Experts on Controllable Image Synthesis","created":"2025-05-29","cited_by_count":6,"area":null},{"id":"2511.20635","title":"iMontage: Unified, Versatile, Highly Dynamic Many-to-many Image Generation","created":"2025-11-25","cited_by_count":6,"area":null},{"id":"2601.08881","title":"TAG-MoE: Task-Aware Gating for Unified Generative Mixture-of-Experts","created":"2026-01-12","cited_by_count":6,"area":"diffusion"},{"id":"2603.05898","title":"InnoAds-Composer: Efficient Condition Composition for E-Commerce Poster Generation","created":"2026-03-06","cited_by_count":6,"area":null},{"id":"2603.20192","title":"LumosX: Relate Any Identities with Their Attributes for Personalized Video Generation","created":"2026-03-20","cited_by_count":6,"area":"diffusion"},{"id":"2505.24862","title":"ViStoryBench: Comprehensive Benchmark Suite for Story Visualization","created":"2025-05-30","cited_by_count":5,"area":null},{"id":"2507.01792","title":"FreeLoRA: Enabling Training-Free LoRA Fusion for Autoregressive Multi-Subject Personalization","created":"2025-07-02","cited_by_count":5,"area":null},{"id":"2510.06469","title":"SIGMA-GEN: Structure and Identity Guided Multi-subject Assembly for Image Generation","created":"2025-10-07","cited_by_count":5,"area":null},{"id":"2511.18333","title":"ConsistCompose: Unified Multimodal Layout Control for Image Composition","created":"2025-11-23","cited_by_count":5,"area":null},{"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":"2511.21691","title":"Canvas-to-Image: Compositional Image Generation with Multimodal Controls","created":"2025-11-26","cited_by_count":5,"area":"diffusion"},{"id":"2512.19271","title":"3SGen: Unified Subject, Style, and Structure-Driven Image Generation with Adaptive Task-specific Memory","created":"2025-12-22","cited_by_count":5,"area":null},{"id":"2602.19497","title":"MICON-Bench: Benchmarking and Enhancing Multi-Image Context Image Generation in Unified Multimodal Models","created":"2026-02-23","cited_by_count":5,"area":null},{"id":"2602.20664","title":"AnimeAgent: Is the Multi-Agent via Image-to-Video models a Good Disney Storytelling Artist?","created":"2026-02-24","cited_by_count":5,"area":null},{"id":"2507.13861","title":"PositionIC: Unified Position and Identity Consistency for Image Customization","created":"2025-07-18","cited_by_count":4,"area":null},{"id":"2508.02155","title":"DreamPainter: Image Background Inpainting for E-commerce Scenarios","created":"2025-08-04","cited_by_count":4,"area":"diffusion"},{"id":"2508.18159","title":"SpotEdit: Evaluating Visually-Guided Image Editing Methods","created":"2025-08-25","cited_by_count":4,"area":null},{"id":"2509.21953","title":"MultiCrafter: High-Fidelity Multi-Subject Generation via Disentangled Attention and Identity-Aware Preference Alignment","created":"2025-09-26","cited_by_count":4,"area":"alignment"},{"id":"2510.18263","title":"From Competition to Synergy: Unlocking Reinforcement Learning for Subject-Driven Image Generation","created":"2025-10-21","cited_by_count":4,"area":"deeprl"},{"id":"2511.19965","title":"HiCoGen: Hierarchical Compositional Text-to-Image Generation in Diffusion Models via Reinforcement Learning","created":"2025-11-25","cited_by_count":4,"area":"diffusion"},{"id":"2512.06358","title":"Rectifying Latent Space for Generative Single-Image Reflection Removal","created":"2025-12-06","cited_by_count":4,"area":null},{"id":"2512.08294","title":"OpenSubject: Leveraging Video-Derived Identity and Diversity Priors for Subject-driven Image Generation and Manipulation","created":"2025-12-09","cited_by_count":4,"area":null},{"id":"2512.10652","title":"TriDF: Evaluating Perception, Detection, and Hallucination for Interpretable DeepFake Detection","created":"2025-12-11","cited_by_count":4,"area":null},{"id":"2512.18254","title":"Loom: Diffusion-Transformer for Interleaved Generation","created":"2025-12-20","cited_by_count":4,"area":null},{"id":"2601.08011","title":"TP-Blend: Textual-Prompt Attention Pairing for Precise Object-Style Blending in Diffusion Models","created":"2026-01-12","cited_by_count":4,"area":"diffusion"},{"id":"2603.14153","title":"Garments2Look: A Multi-Reference Dataset for High-Fidelity Outfit-Level Virtual Try-On with Clothing and Accessories","created":"2026-03-14","cited_by_count":4,"area":null},{"id":"2603.21937","title":"MultiBind: A Benchmark for Attribute Misbinding in Multi-Subject Generation","created":"2026-03-23","cited_by_count":4,"area":null},{"id":"2603.25319","title":"MACRO: Advancing Multi-Reference Image Generation with Structured Long-Context Data","created":"2026-03-26","cited_by_count":4,"area":null},{"id":"2509.01181","title":"FocusDPO: Dynamic Preference Optimization for Multi-Subject Personalized Image Generation via Adaptive Focus","created":"2025-09-01","cited_by_count":3,"area":"alignment"},{"id":"2509.26127","title":"EchoGen: Generating Visual Echoes in Any Scene via Feed-Forward Subject-Driven Auto-Regressive Model","created":"2025-09-30","cited_by_count":3,"area":null},{"id":"2510.20820","title":"CanvasComposer: Personalized Group Photo Generation via a Multi-Reference Canvas","created":"2025-10-23","cited_by_count":3,"area":null},{"id":"2512.18964","title":"DVI: Disentangling Semantic and Visual Identity for Training-Free Personalized Generation","created":"2025-12-22","cited_by_count":3,"area":null},{"id":"2602.07554","title":"FlexID: Training-Free Flexible Identity Injection via Intent-Aware Modulation for Text-to-Image Generation","created":"2026-02-07","cited_by_count":3,"area":null},{"id":"2602.14186","title":"UniRef-Image-Edit: Towards Scalable and Consistent Multi-Reference Image Editing","created":"2026-02-15","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":"2603.08090","title":"DSH-Bench: A Difficulty- and Scenario-Aware Benchmark with Hierarchical Subject Taxonomy for Subject-Driven Text-to-Image Generation","created":"2026-03-09","cited_by_count":3,"area":null},{"id":"2605.14709","title":"Breaking Dual Bottlenecks: Evolving Unified Multimodal Models into Self-Adaptive Interleaved Visual Reasoners","created":"2026-05-14","cited_by_count":3,"area":null},{"id":"2504.15958","title":"FreeGraftor: Training-Free Cross-Image Feature Grafting for Subject-Driven Text-to-Image Generation","created":"2025-04-22","cited_by_count":2,"area":null},{"id":"2510.04483","title":"TBStar-Edit: From Image Editing Pattern Shifting to Consistency Enhancement","created":"2025-10-06","cited_by_count":2,"area":null},{"id":"2510.10135","title":"CharCom: Composable Identity Control for Multi-Character Story Illustration","created":"2025-10-11","cited_by_count":2,"area":"diffusion"},{"id":"2510.18083","title":"Chimera: Compositional Image Generation using Part-based Concepting","created":"2025-10-20","cited_by_count":2,"area":null},{"id":"2512.16740","title":"Task-Oriented Data Synthesis and Control-Rectify Sampling for Remote Sensing Semantic Segmentation","created":"2025-12-18","cited_by_count":2,"area":"diffusion"},{"id":"2601.22725","title":"OpenVTON-Bench: A Large-Scale High-Resolution Benchmark for Controllable Virtual Try-On Evaluation","created":"2026-01-30","cited_by_count":2,"area":"diffusion"},{"id":"2604.07422","title":"Multimodal Large Language Models for Multi-Subject In-Context Image Generation","created":"2026-04-08","cited_by_count":2,"area":"mllm"},{"id":"2605.12088","title":"UniCustom: Unified Visual Conditioning for Multi-Reference Image Generation","created":"2026-05-12","cited_by_count":2,"area":null},{"id":"2507.08396","title":"CoDi: Subject-Consistent and Pose-Diverse Text-to-Image Generation","created":"2025-07-11","cited_by_count":1,"area":null},{"id":"2507.09574","title":"MENTOR: Efficient Multimodal-Conditioned Tuning for Autoregressive Vision Generation Models","created":"2025-07-13","cited_by_count":1,"area":null},{"id":"2510.20512","title":"Adversarial Concept Distillation for One-Step Diffusion Personalization","created":"2025-10-23","cited_by_count":1,"area":"diffusion"},{"id":"2511.08061","title":"Taming Identity Consistency and Prompt Diversity in Diffusion Models via Latent Concatenation and Masked Conditional Flow Matching","created":"2025-11-11","cited_by_count":1,"area":"diffusion"},{"id":"2512.01686","title":"DreamingComics: A Story Visualization Pipeline via Subject and Layout Customized Generation using Video Models","created":"2025-12-01","cited_by_count":1,"area":null},{"id":"2512.03463","title":"Text-Printed Image: Bridging the Image-Text Modality Gap for Text-centric Training of Large Vision-Language Models","created":"2025-12-03","cited_by_count":1,"area":"mllm"},{"id":"2512.08477","title":"ContextDrag: Precise Drag-Based Image Editing via Context-Preserving Token Injection and Position-Aligned Attention","created":"2025-12-09","cited_by_count":1,"area":null},{"id":"2512.09814","title":"Dynamic Image Prompt Adapter for Scalable Zero-shot Personalized Text-to-Image Generation","created":"2025-12-10","cited_by_count":1,"area":null},{"id":"2601.05572","title":"Towards Generalized Multi-Image Editing for Unified Multimodal Models","created":"2026-01-09","cited_by_count":1,"area":null},{"id":"2601.22507","title":"DreamVAR: Taming Reinforced Visual Autoregressive Model for High-Fidelity Subject-Driven Image Generation","created":"2026-01-30","cited_by_count":1,"area":"diffusion"},{"id":"2602.00267","title":"PLACID: Identity-Preserving Multi-Object Compositing via Video Diffusion with Synthetic Trajectories","created":"2026-01-30","cited_by_count":1,"area":"diffusion"},{"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":"2602.21402","title":"FlowFixer: Towards Detail-Preserving Subject-Driven Generation","created":"2026-02-24","cited_by_count":1,"area":null},{"id":"2603.11734","title":"VTEdit-Bench: A Comprehensive Benchmark for Multi-Reference Image Editing Models in Virtual Try-On","created":"2026-03-12","cited_by_count":1,"area":null}],"next_cursor":"100"}