Fast-dLLM: Training-free Acceleration of Diffusion LLM by Enabling KV
Cache and Parallel Decoding
Paper
• 2505.22618
• Published
• 45
DINGO: Constrained Inference for Diffusion LLMs
Paper
• 2505.23061
• Published
• 31
Discrete Diffusion in Large Language and Multimodal Models: A Survey
Paper
• 2506.13759
• Published
• 43
LongLLaDA: Unlocking Long Context Capabilities in Diffusion LLMs
Paper
• 2506.14429
• Published
• 44
Beyond Fixed: Variable-Length Denoising for Diffusion Large Language
Models
Paper
• 2508.00819
• Published
• 63
Sparse-dLLM: Accelerating Diffusion LLMs with Dynamic Cache Eviction
Paper
• 2508.02558
• Published
• 11
Seed Diffusion: A Large-Scale Diffusion Language Model with High-Speed
Inference
Paper
• 2508.02193
• Published
• 136
Time Is a Feature: Exploiting Temporal Dynamics in Diffusion Language
Models
Paper
• 2508.09138
• Published
• 37
Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion
Forcing
Paper
• 2508.09192
• Published
• 30
A Survey on Diffusion Language Models
Paper
• 2508.10875
• Published
• 34
Quantization Meets dLLMs: A Systematic Study of Post-training
Quantization for Diffusion LLMs
Paper
• 2508.14896
• Published
• 22
Diffusion Language Models Know the Answer Before Decoding
Paper
• 2508.19982
• Published
• 27
Revolutionizing Reinforcement Learning Framework for Diffusion Large
Language Models
Paper
• 2509.06949
• Published
• 56
Inpainting-Guided Policy Optimization for Diffusion Large Language
Models
Paper
• 2509.10396
• Published
• 16
ReFusion: A Diffusion Large Language Model with Parallel Autoregressive Decoding
Paper
• 2512.13586
• Published
• 93
LLaDA2.0: Scaling Up Diffusion Language Models to 100B
Paper
• 2512.15745
• Published
• 86
Dream-VL & Dream-VLA: Open Vision-Language and Vision-Language-Action Models with Diffusion Language Model Backbone
Paper
• 2512.22615
• Published
• 49
Stable-DiffCoder: Pushing the Frontier of Code Diffusion Large Language Model
Paper
• 2601.15892
• Published
• 53
LLaDA2.1: Speeding Up Text Diffusion via Token Editing
Paper
• 2602.08676
• Published
• 66