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Collections including paper arxiv:2512.13586

Guided Self-Evolving LLMs with Minimal Human Supervision

Paper • 2512.02472 • Published Dec 2, 2025 • 51
DeepSearch: Overcome the Bottleneck of Reinforcement Learning with Verifiable Rewards via Monte Carlo Tree Search

Paper • 2509.25454 • Published Sep 29, 2025 • 141
Video Reasoning without Training

Paper • 2510.17045 • Published Oct 19, 2025 • 7
Agent Learning via Early Experience

Paper • 2510.08558 • Published Oct 9, 2025 • 271

ReFusion: A Diffusion Large Language Model with Parallel Autoregressive Decoding

Paper • 2512.13586 • Published 26 days ago • 88
InfiniteVGGT: Visual Geometry Grounded Transformer for Endless Streams

Paper • 2601.02281 • Published 5 days ago • 28

Diffusion Language

Diffusion Language Models are Super Data Learners

Paper • 2511.03276 • Published Nov 5, 2025 • 128
ReFusion: A Diffusion Large Language Model with Parallel Autoregressive Decoding

Paper • 2512.13586 • Published 26 days ago • 88

Fast-dLLM: Training-free Acceleration of Diffusion LLM by Enabling KV Cache and Parallel Decoding

Paper • 2505.22618 • Published May 28, 2025 • 44
DINGO: Constrained Inference for Diffusion LLMs

Paper • 2505.23061 • Published May 29, 2025 • 31
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

Block Diffusion: Interpolating Between Autoregressive and Diffusion Language Models

Paper • 2503.09573 • Published Mar 12, 2025 • 74
Diffusion vs. Autoregressive Language Models: A Text Embedding Perspective

Paper • 2505.15045 • Published May 21, 2025 • 54
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

ReFusion: A Diffusion Large Language Model with Parallel Autoregressive Decoding

Paper • 2512.13586 • Published 26 days ago • 88
TwinFlow: Realizing One-step Generation on Large Models with Self-adversarial Flows

Paper • 2512.05150 • Published Dec 3, 2025 • 74
TurboDiffusion: Accelerating Video Diffusion Models by 100-200 Times

Paper • 2512.16093 • Published 24 days ago • 93

TiDAR: Think in Diffusion, Talk in Autoregression

Paper • 2511.08923 • Published Nov 12, 2025 • 121
Diffusion Language Models are Super Data Learners

Paper • 2511.03276 • Published Nov 5, 2025 • 128
What Makes Diffusion Language Models Super Data Learners?

Paper • 2510.04071 • Published Oct 5, 2025
LLaDA2.0: Scaling Up Diffusion Language Models to 100B

Paper • 2512.15745 • Published Dec 10, 2025 • 78

Fast-dLLM v2: Efficient Block-Diffusion LLM

Paper • 2509.26328 • Published Sep 30, 2025 • 55
Attention Is All You Need for KV Cache in Diffusion LLMs

Paper • 2510.14973 • Published Oct 16, 2025 • 40
Attention Sinks in Diffusion Language Models

Paper • 2510.15731 • Published Oct 17, 2025 • 48
Diffusion Language Models are Super Data Learners

Paper • 2511.03276 • Published Nov 5, 2025 • 128

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 219 • 98
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12, 2025 • 36
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

Paper • 2505.24863 • Published May 30, 2025 • 97
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning

Paper • 2505.17667 • Published May 23, 2025 • 88

Smooth Diffusion: Crafting Smooth Latent Spaces in Diffusion Models

Paper • 2312.04410 • Published Dec 7, 2023 • 15
Learning Stackable and Skippable LEGO Bricks for Efficient, Reconfigurable, and Variable-Resolution Diffusion Modeling

Paper • 2310.06389 • Published Oct 10, 2023 • 1
Diffusion Model Alignment Using Direct Preference Optimization

Paper • 2311.12908 • Published Nov 21, 2023 • 49
LLM-grounded Diffusion: Enhancing Prompt Understanding of Text-to-Image Diffusion Models with Large Language Models

Paper • 2305.13655 • Published May 23, 2023 • 7

Guided Self-Evolving LLMs with Minimal Human Supervision

Paper • 2512.02472 • Published Dec 2, 2025 • 51
DeepSearch: Overcome the Bottleneck of Reinforcement Learning with Verifiable Rewards via Monte Carlo Tree Search

Paper • 2509.25454 • Published Sep 29, 2025 • 141
Video Reasoning without Training

Paper • 2510.17045 • Published Oct 19, 2025 • 7
Agent Learning via Early Experience

Paper • 2510.08558 • Published Oct 9, 2025 • 271

ReFusion: A Diffusion Large Language Model with Parallel Autoregressive Decoding

Paper • 2512.13586 • Published 26 days ago • 88
TwinFlow: Realizing One-step Generation on Large Models with Self-adversarial Flows

Paper • 2512.05150 • Published Dec 3, 2025 • 74
TurboDiffusion: Accelerating Video Diffusion Models by 100-200 Times

Paper • 2512.16093 • Published 24 days ago • 93

ReFusion: A Diffusion Large Language Model with Parallel Autoregressive Decoding

Paper • 2512.13586 • Published 26 days ago • 88
InfiniteVGGT: Visual Geometry Grounded Transformer for Endless Streams

Paper • 2601.02281 • Published 5 days ago • 28

TiDAR: Think in Diffusion, Talk in Autoregression

Paper • 2511.08923 • Published Nov 12, 2025 • 121
Diffusion Language Models are Super Data Learners

Paper • 2511.03276 • Published Nov 5, 2025 • 128
What Makes Diffusion Language Models Super Data Learners?

Paper • 2510.04071 • Published Oct 5, 2025
LLaDA2.0: Scaling Up Diffusion Language Models to 100B

Paper • 2512.15745 • Published Dec 10, 2025 • 78

Diffusion Language

Diffusion Language Models are Super Data Learners

Paper • 2511.03276 • Published Nov 5, 2025 • 128
ReFusion: A Diffusion Large Language Model with Parallel Autoregressive Decoding

Paper • 2512.13586 • Published 26 days ago • 88

Fast-dLLM v2: Efficient Block-Diffusion LLM

Paper • 2509.26328 • Published Sep 30, 2025 • 55
Attention Is All You Need for KV Cache in Diffusion LLMs

Paper • 2510.14973 • Published Oct 16, 2025 • 40
Attention Sinks in Diffusion Language Models

Paper • 2510.15731 • Published Oct 17, 2025 • 48
Diffusion Language Models are Super Data Learners

Paper • 2511.03276 • Published Nov 5, 2025 • 128

Fast-dLLM: Training-free Acceleration of Diffusion LLM by Enabling KV Cache and Parallel Decoding

Paper • 2505.22618 • Published May 28, 2025 • 44
DINGO: Constrained Inference for Diffusion LLMs

Paper • 2505.23061 • Published May 29, 2025 • 31
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

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 219 • 98
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12, 2025 • 36
AlphaOne: Reasoning Models Thinking Slow and Fast at Test Time

Paper • 2505.24863 • Published May 30, 2025 • 97
QwenLong-L1: Towards Long-Context Large Reasoning Models with Reinforcement Learning

Paper • 2505.17667 • Published May 23, 2025 • 88

Block Diffusion: Interpolating Between Autoregressive and Diffusion Language Models

Paper • 2503.09573 • Published Mar 12, 2025 • 74
Diffusion vs. Autoregressive Language Models: A Text Embedding Perspective

Paper • 2505.15045 • Published May 21, 2025 • 54
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

Smooth Diffusion: Crafting Smooth Latent Spaces in Diffusion Models

Paper • 2312.04410 • Published Dec 7, 2023 • 15
Learning Stackable and Skippable LEGO Bricks for Efficient, Reconfigurable, and Variable-Resolution Diffusion Modeling

Paper • 2310.06389 • Published Oct 10, 2023 • 1
Diffusion Model Alignment Using Direct Preference Optimization

Paper • 2311.12908 • Published Nov 21, 2023 • 49
LLM-grounded Diffusion: Enhancing Prompt Understanding of Text-to-Image Diffusion Models with Large Language Models

Paper • 2305.13655 • Published May 23, 2023 • 7

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