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Collections including paper arxiv:2503.09573

WTF GENIUS PAPERS

Papers that made me appreciate my major and my life a little more. obs=Observation, innov=Innovation. Most papers are abt improving tiny models.

Diffusion Language Models Know the Answer Before Decoding

Paper • 2508.19982 • Published Aug 27, 2025 • 27
ReFusion: A Diffusion Large Language Model with Parallel Autoregressive Decoding

Paper • 2512.13586 • Published Dec 15, 2025 • 93
LSRIF: Logic-Structured Reinforcement Learning for Instruction Following

Paper • 2601.06431 • Published Jan 10 • 12
Distribution-Aligned Sequence Distillation for Superior Long-CoT Reasoning

Paper • 2601.09088 • Published Jan 14 • 63

Diffusion Language Models

Structured Denoising Diffusion Models in Discrete State-Spaces

Paper • 2107.03006 • Published Jul 7, 2021 • 1
Simplified and Generalized Masked Diffusion for Discrete Data

Paper • 2406.04329 • Published Jun 6, 2024 • 8
Simple and Effective Masked Diffusion Language Models

Paper • 2406.07524 • Published Jun 11, 2024 • 12
Large Language Diffusion Models

Paper • 2502.09992 • Published Feb 14, 2025 • 127

Image Generation

OneIG-Bench: Omni-dimensional Nuanced Evaluation for Image Generation

Paper • 2506.07977 • Published Jun 9, 2025 • 40
Rethinking Cross-Modal Interaction in Multimodal Diffusion Transformers

Paper • 2506.07986 • Published Jun 9, 2025 • 19
STARFlow: Scaling Latent Normalizing Flows for High-resolution Image Synthesis

Paper • 2506.06276 • Published Jun 6, 2025 • 26
Aligning Latent Spaces with Flow Priors

Paper • 2506.05240 • Published Jun 5, 2025 • 27

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

Block Diffusion: Interpolating Between Autoregressive and Diffusion Language Models

Paper • 2503.09573 • Published Mar 12, 2025 • 77
Sadeed: Advancing Arabic Diacritization Through Small Language Model

Paper • 2504.21635 • Published Apr 30, 2025 • 59
SciReasoner: Laying the Scientific Reasoning Ground Across Disciplines

Paper • 2509.21320 • Published Sep 25, 2025 • 101
Seedream 4.0: Toward Next-generation Multimodal Image Generation

Paper • 2509.20427 • Published Sep 24, 2025 • 84

Depth Anything V2

Paper • 2406.09414 • Published Jun 13, 2024 • 103
An Image is Worth More Than 16x16 Patches: Exploring Transformers on Individual Pixels

Paper • 2406.09415 • Published Jun 13, 2024 • 51
Physics3D: Learning Physical Properties of 3D Gaussians via Video Diffusion

Paper • 2406.04338 • Published Jun 6, 2024 • 39
SAM 2: Segment Anything in Images and Videos

Paper • 2408.00714 • Published Aug 1, 2024 • 122

Simple and Effective Masked Diffusion Language Models

Paper • 2406.07524 • Published Jun 11, 2024 • 12
Block Diffusion: Interpolating Between Autoregressive and Diffusion Language Models

Paper • 2503.09573 • Published Mar 12, 2025 • 77

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

Music generation

Making Multimodal Generation Easier: When Diffusion Models Meet LLMs

Paper • 2310.08949 • Published Oct 13, 2023 • 1
Block Diffusion: Interpolating Between Autoregressive and Diffusion Language Models

Paper • 2503.09573 • Published Mar 12, 2025 • 77
JEN-1: Text-Guided Universal Music Generation with Omnidirectional Diffusion Models

Paper • 2308.04729 • Published Aug 9, 2023 • 33
PerceiverS: A Multi-Scale Perceiver with Effective Segmentation for Long-Term Expressive Symbolic Music Generation

Paper • 2411.08307 • Published Nov 13, 2024 • 7

RuCCoD: Towards Automated ICD Coding in Russian

Paper • 2502.21263 • Published Feb 28, 2025 • 133
Unified Reward Model for Multimodal Understanding and Generation

Paper • 2503.05236 • Published Mar 7, 2025 • 124
Sketch-of-Thought: Efficient LLM Reasoning with Adaptive Cognitive-Inspired Sketching

Paper • 2503.05179 • Published Mar 7, 2025 • 46
R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning

Paper • 2503.05592 • Published Mar 7, 2025 • 27

WTF GENIUS PAPERS

Papers that made me appreciate my major and my life a little more. obs=Observation, innov=Innovation. Most papers are abt improving tiny models.

Diffusion Language Models Know the Answer Before Decoding

Paper • 2508.19982 • Published Aug 27, 2025 • 27
ReFusion: A Diffusion Large Language Model with Parallel Autoregressive Decoding

Paper • 2512.13586 • Published Dec 15, 2025 • 93
LSRIF: Logic-Structured Reinforcement Learning for Instruction Following

Paper • 2601.06431 • Published Jan 10 • 12
Distribution-Aligned Sequence Distillation for Superior Long-CoT Reasoning

Paper • 2601.09088 • Published Jan 14 • 63

Depth Anything V2

Paper • 2406.09414 • Published Jun 13, 2024 • 103
An Image is Worth More Than 16x16 Patches: Exploring Transformers on Individual Pixels

Paper • 2406.09415 • Published Jun 13, 2024 • 51
Physics3D: Learning Physical Properties of 3D Gaussians via Video Diffusion

Paper • 2406.04338 • Published Jun 6, 2024 • 39
SAM 2: Segment Anything in Images and Videos

Paper • 2408.00714 • Published Aug 1, 2024 • 122

Diffusion Language Models

Structured Denoising Diffusion Models in Discrete State-Spaces

Paper • 2107.03006 • Published Jul 7, 2021 • 1
Simplified and Generalized Masked Diffusion for Discrete Data

Paper • 2406.04329 • Published Jun 6, 2024 • 8
Simple and Effective Masked Diffusion Language Models

Paper • 2406.07524 • Published Jun 11, 2024 • 12
Large Language Diffusion Models

Paper • 2502.09992 • Published Feb 14, 2025 • 127

Simple and Effective Masked Diffusion Language Models

Paper • 2406.07524 • Published Jun 11, 2024 • 12
Block Diffusion: Interpolating Between Autoregressive and Diffusion Language Models

Paper • 2503.09573 • Published Mar 12, 2025 • 77

Image Generation

OneIG-Bench: Omni-dimensional Nuanced Evaluation for Image Generation

Paper • 2506.07977 • Published Jun 9, 2025 • 40
Rethinking Cross-Modal Interaction in Multimodal Diffusion Transformers

Paper • 2506.07986 • Published Jun 9, 2025 • 19
STARFlow: Scaling Latent Normalizing Flows for High-resolution Image Synthesis

Paper • 2506.06276 • Published Jun 6, 2025 • 26
Aligning Latent Spaces with Flow Priors

Paper • 2506.05240 • Published Jun 5, 2025 • 27

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

Music generation

Making Multimodal Generation Easier: When Diffusion Models Meet LLMs

Paper • 2310.08949 • Published Oct 13, 2023 • 1
Block Diffusion: Interpolating Between Autoregressive and Diffusion Language Models

Paper • 2503.09573 • Published Mar 12, 2025 • 77
JEN-1: Text-Guided Universal Music Generation with Omnidirectional Diffusion Models

Paper • 2308.04729 • Published Aug 9, 2023 • 33
PerceiverS: A Multi-Scale Perceiver with Effective Segmentation for Long-Term Expressive Symbolic Music Generation

Paper • 2411.08307 • Published Nov 13, 2024 • 7

Block Diffusion: Interpolating Between Autoregressive and Diffusion Language Models

Paper • 2503.09573 • Published Mar 12, 2025 • 77
Sadeed: Advancing Arabic Diacritization Through Small Language Model

Paper • 2504.21635 • Published Apr 30, 2025 • 59
SciReasoner: Laying the Scientific Reasoning Ground Across Disciplines

Paper • 2509.21320 • Published Sep 25, 2025 • 101
Seedream 4.0: Toward Next-generation Multimodal Image Generation

Paper • 2509.20427 • Published Sep 24, 2025 • 84

RuCCoD: Towards Automated ICD Coding in Russian

Paper • 2502.21263 • Published Feb 28, 2025 • 133
Unified Reward Model for Multimodal Understanding and Generation

Paper • 2503.05236 • Published Mar 7, 2025 • 124
Sketch-of-Thought: Efficient LLM Reasoning with Adaptive Cognitive-Inspired Sketching

Paper • 2503.05179 • Published Mar 7, 2025 • 46
R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning

Paper • 2503.05592 • Published Mar 7, 2025 • 27

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