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Collections including paper arxiv:2505.15045

Discrete Diffusion LLM & MLLM

An collection of research/models in discrete diffusion large language and multimodal models

Discrete Diffusion in Large Language and Multimodal Models: A Survey

Paper • 2506.13759 • Published Jun 16, 2025 • 42
GSAI-ML/LLaDA-8B-Instruct

Text Generation • Updated Oct 21, 2025 • 465k • 354
Dream-org/Dream-v0-Base-7B

Text Generation • 8B • Updated Jul 15, 2025 • 33.5k • 53
Dream-org/Dream-v0-Instruct-7B

Text Generation • 8B • Updated Jul 15, 2025 • 123k • 154

Diffusion vs. Autoregressive Language Models: A Text Embedding Perspective

Paper • 2505.15045 • Published May 21, 2025 • 56
MMaDA: Multimodal Large Diffusion Language Models

Paper • 2505.15809 • Published May 21, 2025 • 98
R2R: Efficiently Navigating Divergent Reasoning Paths with Small-Large Model Token Routing

Paper • 2505.21600 • Published May 27, 2025 • 71
Unsupervised Post-Training for Multi-Modal LLM Reasoning via GRPO

Paper • 2505.22453 • Published May 28, 2025 • 46

Diffusion vs. Autoregressive Language Models: A Text Embedding Perspective

Paper • 2505.15045 • Published May 21, 2025 • 56
MetaEmbed: Scaling Multimodal Retrieval at Test-Time with Flexible Late Interaction

Paper • 2509.18095 • Published Sep 22, 2025 • 9

CoRAG: Collaborative Retrieval-Augmented Generation

Paper • 2504.01883 • Published Apr 2, 2025 • 9
VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning

Paper • 2504.08837 • Published Apr 10, 2025 • 44
Mavors: Multi-granularity Video Representation for Multimodal Large Language Model

Paper • 2504.10068 • Published Apr 14, 2025 • 30
xVerify: Efficient Answer Verifier for Reasoning Model Evaluations

Paper • 2504.10481 • Published Apr 14, 2025 • 85

Block Diffusion: Interpolating Between Autoregressive and Diffusion Language Models

Paper • 2503.09573 • Published Mar 12, 2025 • 77
Diffusion vs. Autoregressive Language Models: A Text Embedding Perspective

Paper • 2505.15045 • Published May 21, 2025 • 56
Dimple: Discrete Diffusion Multimodal Large Language Model with Parallel Decoding

Paper • 2505.16990 • Published May 22, 2025 • 22
D-AR: Diffusion via Autoregressive Models

Paper • 2505.23660 • Published May 29, 2025 • 34

Diffusion vs. Autoregressive Language Models: A Text Embedding Perspective

Paper • 2505.15045 • Published May 21, 2025 • 56
Diffusion-Based Generative Models for 3D Occupancy Prediction in Autonomous Driving

Paper • 2505.23115 • Published May 29, 2025 • 2
Discrete Diffusion in Large Language and Multimodal Models: A Survey

Paper • 2506.13759 • Published Jun 16, 2025 • 42

MMaDA: Multimodal Large Diffusion Language Models

Paper • 2505.15809 • Published May 21, 2025 • 98
Diffusion vs. Autoregressive Language Models: A Text Embedding Perspective

Paper • 2505.15045 • Published May 21, 2025 • 56
ShareGPT-4o-Image: Aligning Multimodal Models with GPT-4o-Level Image Generation

Paper • 2506.18095 • Published Jun 22, 2025 • 66
Inverse-and-Edit: Effective and Fast Image Editing by Cycle Consistency Models

Paper • 2506.19103 • Published Jun 23, 2025 • 42

Parallel Scaling Law for Language Models

Paper • 2505.10475 • Published May 15, 2025 • 83
Diffusion vs. Autoregressive Language Models: A Text Embedding Perspective

Paper • 2505.15045 • Published May 21, 2025 • 56
Scaling Diffusion Transformers Efficiently via μP

Paper • 2505.15270 • Published May 21, 2025 • 35
Vision Transformers Don't Need Trained Registers

Paper • 2506.08010 • Published Jun 9, 2025 • 22

Large Language Diffusion Models

Paper • 2502.09992 • Published Feb 14, 2025 • 127
Block Diffusion: Interpolating Between Autoregressive and Diffusion Language Models

Paper • 2503.09573 • Published Mar 12, 2025 • 77
MMaDA: Multimodal Large Diffusion Language Models

Paper • 2505.15809 • Published May 21, 2025 • 98
Diffusion vs. Autoregressive Language Models: A Text Embedding Perspective

Paper • 2505.15045 • Published May 21, 2025 • 56

Interesting Papers

These papers are interesting (to me)

Revisit Large-Scale Image-Caption Data in Pre-training Multimodal Foundation Models

Paper • 2410.02740 • Published Oct 3, 2024 • 53
From Code to Correctness: Closing the Last Mile of Code Generation with Hierarchical Debugging

Paper • 2410.01215 • Published Oct 2, 2024 • 39
Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Multimodal Models

Paper • 2409.17146 • Published Sep 25, 2024 • 121
EuroLLM: Multilingual Language Models for Europe

Paper • 2409.16235 • Published Sep 24, 2024 • 29

Discrete Diffusion LLM & MLLM

An collection of research/models in discrete diffusion large language and multimodal models

Discrete Diffusion in Large Language and Multimodal Models: A Survey

Paper • 2506.13759 • Published Jun 16, 2025 • 42
GSAI-ML/LLaDA-8B-Instruct

Text Generation • Updated Oct 21, 2025 • 465k • 354
Dream-org/Dream-v0-Base-7B

Text Generation • 8B • Updated Jul 15, 2025 • 33.5k • 53
Dream-org/Dream-v0-Instruct-7B

Text Generation • 8B • Updated Jul 15, 2025 • 123k • 154

Diffusion vs. Autoregressive Language Models: A Text Embedding Perspective

Paper • 2505.15045 • Published May 21, 2025 • 56
Diffusion-Based Generative Models for 3D Occupancy Prediction in Autonomous Driving

Paper • 2505.23115 • Published May 29, 2025 • 2
Discrete Diffusion in Large Language and Multimodal Models: A Survey

Paper • 2506.13759 • Published Jun 16, 2025 • 42

Diffusion vs. Autoregressive Language Models: A Text Embedding Perspective

Paper • 2505.15045 • Published May 21, 2025 • 56
MMaDA: Multimodal Large Diffusion Language Models

Paper • 2505.15809 • Published May 21, 2025 • 98
R2R: Efficiently Navigating Divergent Reasoning Paths with Small-Large Model Token Routing

Paper • 2505.21600 • Published May 27, 2025 • 71
Unsupervised Post-Training for Multi-Modal LLM Reasoning via GRPO

Paper • 2505.22453 • Published May 28, 2025 • 46

MMaDA: Multimodal Large Diffusion Language Models

Paper • 2505.15809 • Published May 21, 2025 • 98
Diffusion vs. Autoregressive Language Models: A Text Embedding Perspective

Paper • 2505.15045 • Published May 21, 2025 • 56
ShareGPT-4o-Image: Aligning Multimodal Models with GPT-4o-Level Image Generation

Paper • 2506.18095 • Published Jun 22, 2025 • 66
Inverse-and-Edit: Effective and Fast Image Editing by Cycle Consistency Models

Paper • 2506.19103 • Published Jun 23, 2025 • 42

Diffusion vs. Autoregressive Language Models: A Text Embedding Perspective

Paper • 2505.15045 • Published May 21, 2025 • 56
MetaEmbed: Scaling Multimodal Retrieval at Test-Time with Flexible Late Interaction

Paper • 2509.18095 • Published Sep 22, 2025 • 9

Parallel Scaling Law for Language Models

Paper • 2505.10475 • Published May 15, 2025 • 83
Diffusion vs. Autoregressive Language Models: A Text Embedding Perspective

Paper • 2505.15045 • Published May 21, 2025 • 56
Scaling Diffusion Transformers Efficiently via μP

Paper • 2505.15270 • Published May 21, 2025 • 35
Vision Transformers Don't Need Trained Registers

Paper • 2506.08010 • Published Jun 9, 2025 • 22

CoRAG: Collaborative Retrieval-Augmented Generation

Paper • 2504.01883 • Published Apr 2, 2025 • 9
VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning

Paper • 2504.08837 • Published Apr 10, 2025 • 44
Mavors: Multi-granularity Video Representation for Multimodal Large Language Model

Paper • 2504.10068 • Published Apr 14, 2025 • 30
xVerify: Efficient Answer Verifier for Reasoning Model Evaluations

Paper • 2504.10481 • Published Apr 14, 2025 • 85

Large Language Diffusion Models

Paper • 2502.09992 • Published Feb 14, 2025 • 127
Block Diffusion: Interpolating Between Autoregressive and Diffusion Language Models

Paper • 2503.09573 • Published Mar 12, 2025 • 77
MMaDA: Multimodal Large Diffusion Language Models

Paper • 2505.15809 • Published May 21, 2025 • 98
Diffusion vs. Autoregressive Language Models: A Text Embedding Perspective

Paper • 2505.15045 • Published May 21, 2025 • 56

Block Diffusion: Interpolating Between Autoregressive and Diffusion Language Models

Paper • 2503.09573 • Published Mar 12, 2025 • 77
Diffusion vs. Autoregressive Language Models: A Text Embedding Perspective

Paper • 2505.15045 • Published May 21, 2025 • 56
Dimple: Discrete Diffusion Multimodal Large Language Model with Parallel Decoding

Paper • 2505.16990 • Published May 22, 2025 • 22
D-AR: Diffusion via Autoregressive Models

Paper • 2505.23660 • Published May 29, 2025 • 34

Interesting Papers

These papers are interesting (to me)

Revisit Large-Scale Image-Caption Data in Pre-training Multimodal Foundation Models

Paper • 2410.02740 • Published Oct 3, 2024 • 53
From Code to Correctness: Closing the Last Mile of Code Generation with Hierarchical Debugging

Paper • 2410.01215 • Published Oct 2, 2024 • 39
Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Multimodal Models

Paper • 2409.17146 • Published Sep 25, 2024 • 121
EuroLLM: Multilingual Language Models for Europe

Paper • 2409.16235 • Published Sep 24, 2024 • 29

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