Fast-dLLM: Training-free Acceleration of Diffusion LLM by Enabling KV Cache and Parallel Decoding Paper • 2505.22618 • Published May 28, 2025 • 45
Discrete Diffusion in Large Language and Multimodal Models: A Survey Paper • 2506.13759 • Published Jun 16, 2025 • 43
LongLLaDA: Unlocking Long Context Capabilities in Diffusion LLMs Paper • 2506.14429 • Published Jun 17, 2025 • 44
Beyond Fixed: Variable-Length Denoising for Diffusion Large Language Models Paper • 2508.00819 • Published Aug 1, 2025 • 63
Sparse-dLLM: Accelerating Diffusion LLMs with Dynamic Cache Eviction Paper • 2508.02558 • Published Aug 4, 2025 • 11
Seed Diffusion: A Large-Scale Diffusion Language Model with High-Speed Inference Paper • 2508.02193 • Published Aug 4, 2025 • 136
Time Is a Feature: Exploiting Temporal Dynamics in Diffusion Language Models Paper • 2508.09138 • Published Aug 12, 2025 • 37
Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing Paper • 2508.09192 • Published Aug 8, 2025 • 30
Quantization Meets dLLMs: A Systematic Study of Post-training Quantization for Diffusion LLMs Paper • 2508.14896 • Published Aug 20, 2025 • 22
Diffusion Language Models Know the Answer Before Decoding Paper • 2508.19982 • Published Aug 27, 2025 • 27
Revolutionizing Reinforcement Learning Framework for Diffusion Large Language Models Paper • 2509.06949 • Published Sep 8, 2025 • 55
Inpainting-Guided Policy Optimization for Diffusion Large Language Models Paper • 2509.10396 • Published Sep 12, 2025 • 16
ReFusion: A Diffusion Large Language Model with Parallel Autoregressive Decoding Paper • 2512.13586 • Published Dec 15, 2025 • 93
LLaDA2.0: Scaling Up Diffusion Language Models to 100B Paper • 2512.15745 • Published Dec 10, 2025 • 86
Dream-VL & Dream-VLA: Open Vision-Language and Vision-Language-Action Models with Diffusion Language Model Backbone Paper • 2512.22615 • Published Dec 27, 2025 • 48
Stable-DiffCoder: Pushing the Frontier of Code Diffusion Large Language Model Paper • 2601.15892 • Published 21 days ago • 53
LLaDA2.1: Speeding Up Text Diffusion via Token Editing Paper • 2602.08676 • Published 3 days ago • 58