{"total":56,"rows":[{"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":"2410.10812","title":"HART: Efficient Visual Generation with Hybrid Autoregressive Transformer","created":"2024-10-14","cited_by_count":132,"area":"diffusion"},{"id":"2505.24857","title":"Accelerated Sampling from Masked Diffusion Models via Entropy Bounded Unmasking","created":"2025-05-30","cited_by_count":131,"area":"diffusion"},{"id":"2510.06308","title":"Lumina-DiMOO: An Omni Diffusion Large Language Model for Multi-Modal Generation and Understanding","created":"2025-10-07","cited_by_count":88,"area":"diffusion"},{"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":"2508.10875","title":"A Survey on Diffusion Language Models","created":"2025-08-14","cited_by_count":78,"area":"diffusion"},{"id":"2503.21979","title":"Harmonizing Visual Representations for Unified Multimodal Understanding and Generation","created":"2025-03-27","cited_by_count":74,"area":null},{"id":"2506.13759","title":"Discrete Diffusion in Large Language and Multimodal Models: A Survey","created":"2025-06-16","cited_by_count":61,"area":"mllm"},{"id":"2505.23606","title":"Muddit: Liberating Generation Beyond Text-to-Image with a Unified Discrete Diffusion Model","created":"2025-05-29","cited_by_count":55,"area":"diffusion"},{"id":"2507.08801","title":"Lumos-1: On Autoregressive Video Generation with Discrete Diffusion from a Unified Model Perspective","created":"2025-07-11","cited_by_count":22,"area":"diffusion"},{"id":"2508.10684","title":"MDNS: Masked Diffusion Neural Sampler via Stochastic Optimal Control","created":"2025-08-14","cited_by_count":21,"area":"diffusion"},{"id":"2510.08233","title":"Enhancing Reasoning for Diffusion LLMs via Distribution Matching Policy Optimization","created":"2025-10-09","cited_by_count":20,"area":"lr"},{"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":"2501.14317","title":"Nautilus: Locality-aware Autoencoder for Scalable Mesh Generation","created":"2025-01-24","cited_by_count":18,"area":null},{"id":"2411.00304","title":"Unified Generative and Discriminative Training for Multi-modal Large Language Models","created":"2024-11-01","cited_by_count":15,"area":"mllm"},{"id":"2509.19244","title":"Lavida-O: Elastic Large Masked Diffusion Models for Unified Multimodal Understanding and Generation","created":"2025-09-23","cited_by_count":15,"area":"diffusion"},{"id":"2410.13370","title":"MagicTailor: Component-Controllable Personalization in Text-to-Image Diffusion Models","created":"2024-10-17","cited_by_count":14,"area":"diffusion"},{"id":"2503.17350","title":"Decouple and Track: Benchmarking and Improving Video Diffusion Transformers for Motion Transfer","created":"2025-03-21","cited_by_count":14,"area":"diffusion"},{"id":"2505.22524","title":"Inference-Time Scaling of Discrete Diffusion Models via Importance Weighting and Optimal Proposal Design","created":"2025-05-28","cited_by_count":14,"area":"lr"},{"id":"2509.25171","title":"TR2-D2: Tree Search Guided Trajectory-Aware Fine-Tuning for Discrete Diffusion","created":"2025-09-29","cited_by_count":14,"area":"diffusion"},{"id":"2510.13418","title":"Reinforcement Learning Meets Masked Generative Models: Mask-GRPO for Text-to-Image Generation","created":"2025-10-15","cited_by_count":14,"area":"lr"},{"id":"2504.14470","title":"Turbo2K: Towards Ultra-Efficient and High-Quality 2K Video Synthesis","created":"2025-04-20","cited_by_count":13,"area":null},{"id":"2507.04947","title":"DC-AR: Efficient Masked Autoregressive Image Generation with Deep Compression Hybrid Tokenizer","created":"2025-07-07","cited_by_count":13,"area":null},{"id":"2510.09012","title":"Towards Better & Faster Autoregressive Image Generation: From the Perspective of Entropy","created":"2025-10-10","cited_by_count":12,"area":null},{"id":"2510.24717","title":"Uniform Discrete Diffusion with Metric Path for Video Generation","created":"2025-10-28","cited_by_count":12,"area":"diffusion"},{"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":"2507.08965","title":"Improving Classifier-Free Guidance in Masked Diffusion: Low-Dim Theoretical Insights with High-Dim Impact","created":"2025-07-11","cited_by_count":11,"area":"diffusion"},{"id":"2410.23280","title":"DreamRelation: Bridging Customization and Relation Generation","created":"2024-10-30","cited_by_count":9,"area":"diffusion"},{"id":"2501.00880","title":"Improving Autoregressive Visual Generation with Cluster-Oriented Token Prediction","created":"2025-01-01","cited_by_count":9,"area":null},{"id":"2505.16862","title":"Conditional Panoramic Image Generation via Masked Autoregressive Modeling","created":"2025-05-22","cited_by_count":9,"area":null},{"id":"2506.05175","title":"Track Any Anomalous Object: A Granular Video Anomaly Detection Pipeline","created":"2025-06-05","cited_by_count":8,"area":null},{"id":"2511.09611","title":"MMaDA-Parallel: Multimodal Large Diffusion Language Models for Thinking-Aware Editing and Generation","created":"2025-11-12","cited_by_count":8,"area":"diffusion"},{"id":"2411.10781","title":"Bag of Design Choices for Inference of High-Resolution Masked Generative Transformer","created":"2024-11-16","cited_by_count":7,"area":"diffusion"},{"id":"2502.03465","title":"Seeing World Dynamics in a Nutshell","created":"2025-02-05","cited_by_count":7,"area":null},{"id":"2503.15457","title":"Di$\\mathtt{[M]}$O: Distilling Masked Diffusion Models into One-step Generator","created":"2025-03-19","cited_by_count":5,"area":"diffusion"},{"id":"2510.20668","title":"From Masks to Worlds: A Hitchhiker's Guide to World Models","created":"2025-10-23","cited_by_count":5,"area":"wm"},{"id":"2512.20063","title":"PairFlow: Closed-Form Source-Target Coupling for Few-Step Generation in Discrete Flow Models","created":"2025-12-23","cited_by_count":5,"area":null},{"id":"2603.02210","title":"HiFi-Inpaint: Towards High-Fidelity Reference-Based Inpainting for Generating Detail-Preserving Human-Product Images","created":"2026-03-02","cited_by_count":5,"area":null},{"id":"2512.13421","title":"RecTok: Reconstruction Distillation along Rectified Flow","created":"2025-12-15","cited_by_count":4,"area":"diffusion"},{"id":"2603.28713","title":"DreamLite: A Lightweight On-Device Unified Model for Image Generation and Editing","created":"2026-03-30","cited_by_count":4,"area":"diffusion"},{"id":"2505.19656","title":"ReDDiT: Rehashing Noise for Discrete Visual Generation","created":"2025-05-26","cited_by_count":3,"area":"diffusion"},{"id":"2503.09662","title":"CoRe^2: Collect, Reflect and Refine to Generate Better and Faster","created":"2025-03-12","cited_by_count":2,"area":null},{"id":"2601.07218","title":"SceneNAT: Masked Generative Modeling for Language-Guided Indoor Scene Synthesis","created":"2026-01-12","cited_by_count":2,"area":null},{"id":"2502.05415","title":"UniCMs: A Unified Consistency Model For Efficient Multimodal Generation and Understanding","created":"2025-02-08","cited_by_count":1,"area":"diffusion"},{"id":"2508.01151","title":"Personalized Safety Alignment for Text-to-Image Diffusion Models","created":"2025-08-02","cited_by_count":1,"area":"diffusion"},{"id":"2512.01094","title":"Accelerating Inference of Masked Image Generators via Reinforcement Learning","created":"2025-11-30","cited_by_count":1,"area":"deeprl"},{"id":"2603.15150","title":"SNCE: Geometry-Aware Supervision for Scalable Discrete Image Generation","created":"2026-03-16","cited_by_count":1,"area":null},{"id":"2609.35947","title":"FluxLite: Inference-Time Proposal Control for Discrete Diffusion Models","created":"2026-09-28","cited_by_count":1,"area":"diffusion"},{"id":"2508.05399","title":"UNCAGE: Contrastive Attention Guidance for Masked Generative Transformers in Text-to-Image Generation","created":"2025-08-07","cited_by_count":0,"area":"diffusion"},{"id":"2509.23919","title":"Token Painter: Training-Free Text-Guided Image Inpainting via Mask Autoregressive Models","created":"2025-09-28","cited_by_count":0,"area":null},{"id":"2511.21415","title":"DiverseVAR: Balancing Diversity and Quality of Next-Scale Visual Autoregressive Models","created":"2025-11-26","cited_by_count":0,"area":"diffusion"},{"id":"2605.26632","title":"RT-Lynx: Putting GEMM Sparsity in the Right Place for Diffusion Models","created":"2026-05-26","cited_by_count":0,"area":"diffusion"},{"id":"2606.29814","title":"Nemotron-Labs-Diffusion-Image: Advancing Masked Discrete Diffusion for High-Resolution Image Synthesis","created":"2026-06-29","cited_by_count":0,"area":"diffusion"},{"id":"2607.22148","title":"dRAE: Representation Autoencoder with Hyper-Spherical Codes","created":"2026-07-24","cited_by_count":0,"area":null},{"id":"2608.29997","title":"Discrete Diffusion Bridges for Spatiotemporally Aligned Image Translation and Generation","created":"2026-08-30","cited_by_count":0,"area":"diffusion"},{"id":"2610.17009","title":"MaskSense: Confronting the Visual Exploration Trap in Masked Image Generation","created":"2026-10-12","cited_by_count":0,"area":null}],"next_cursor":null}