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Diffusion-Models-Papers-Survey-Taxonomy. Diffusion model papers, survey, and taxonomy
3.4kRPG-DiffusionMaster. [ICML 2024] Mastering Text-to-Image Diffusion: Recaptioning, Planning, and Generating with Multimodal LLMs (RPG)
1.8kbuffer-of-thought-llm. [NeurIPS 2024 Spotlight] Buffer of Thoughts: Thought-Augmented Reasoning with Large Language Models
676consistency_flow_matching. Official Implementation for "Consistency Flow Matching: Defining Straight Flows with Velocity Consistency"
270VideoTetris. [NeurIPS 2024] VideoTetris: Towards Compositional Text-To-Video Generation
237IterComp. [ICLR 2025] IterComp: Iterative Composition-Aware Feedback Learning from Model Gallery for Text-to-Image Generation
202EditWorld. [ACM Multimedia 2025 Datasets Track] EditWorld: Simulating World Dynamics for Instruction-Following Image Editing
141RealCompo. [NeurIPS 2024] RealCompo: Balancing Realism and Compositionality Improves Text-to-Image Diffusion Models
121VQGraph. [ICLR 2024] VQGraph: Rethinking Graph Representation Space for Bridging GNNs and MLPs
107SuperCorrect-llm. [ICLR 2025] SuperCorrect: Advancing Small LLM Reasoning with Thought Template Distillation and Self-Correction
90SGDiff. Official implementation for "Diffusion-Based Scene Graph to Image Generation with Masked Contrastive Pre-Training" https://arxiv.org/abs/2211.11138
78ContextDiff. [ICLR 2024] Contextualized Diffusion Models for Text-Guided Image and Video Generation
74IPDiff. [ICLR 2024] Protein-Ligand Interaction Prior for Binding-aware 3D Molecule Diffusion Models
60IRDiff. [ICML 2024] Interaction-based Retrieval-augmented Diffusion Models for Protein-specific 3D Molecule Generation
39BindDM. [AAAI 2024] Binding-Adaptive Diffusion Models for Structure-Based Drug Design
21GraphOOD. The official Implementation for TKDE paper "Individual and Structural Graph Information Bottlenecks for Out-of-Distribution Generalization"
14MMaDA-Parallel. Official Implementation of "MMaDA-Parallel: Multimodal Large Diffusion Language Models for Thinking-Aware Editing and Generation"
5ReasonFlux. ReasonFlux: Hierarchical LLM Reasoning via Scaling Thought Templates
4Trans4D. Trans4D: Realistic Geometry-Aware Transition for Compositional Text-to-4D Synthesis
3Diffusion-Sharpening. Diffusion-Sharpening: Fine-tuning Diffusion Models with Denoising Trajectory Sharpening
2dLLM-RL. Comprehensive RL Framework for Diffusion Large Language Models with SOTA dLLMs (TraDo-4B/8B)
2MMaDA. MMaDA - Open-Sourced Multimodal Large Diffusion Language Models
2SemanticSDS-3D. Semantic Score Distillation Sampling for Compositional Text-to-3D Generation
2YangLing0818.github.io. Github Pages template for academic personal websites, forked from mmistakes/minimal-mistakes
1RAG-Survey. Collecting awesome papers of RAG for AIGC. We propose a taxonomy of RAG foundations, enhancements, and applications in paper "Retrieval-Augmented Generation for AI-Generated Content: A Survey".
1LAION-SG. LAION-SG: An Enhanced Large-Scale Dataset for Training Complex Image-Text Models with Structural Annotations
1YangLing0818. My personal repository
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