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Collections including paper arxiv:2510.14973

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

about 3 hours ago

The Art of Scaling Reinforcement Learning Compute for LLMs

Paper • 2510.13786 • Published Oct 15, 2025 • 33
Attention Is All You Need for KV Cache in Diffusion LLMs

Paper • 2510.14973 • Published Oct 16, 2025 • 42
BitNet Distillation

Paper • 2510.13998 • Published Oct 15, 2025 • 59
GigaBrain-0: A World Model-Powered Vision-Language-Action Model

Paper • 2510.19430 • Published Oct 22, 2025 • 53

Read Later Stack

Demystifying Reinforcement Learning in Agentic Reasoning

Paper • 2510.11701 • Published Oct 13, 2025 • 33
Self-Improving LLM Agents at Test-Time

Paper • 2510.07841 • Published Oct 9, 2025 • 10
Making Mathematical Reasoning Adaptive

Paper • 2510.04617 • Published Oct 6, 2025 • 23
DocReward: A Document Reward Model for Structuring and Stylizing

Paper • 2510.11391 • Published Oct 13, 2025 • 27

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 208 • 99
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12, 2025 • 39
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 • 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

Fast-dLLM v2: Efficient Block-Diffusion LLM

Paper • 2509.26328 • Published Sep 30, 2025 • 58
Attention Is All You Need for KV Cache in Diffusion LLMs

Paper • 2510.14973 • Published Oct 16, 2025 • 42
Attention Sinks in Diffusion Language Models

Paper • 2510.15731 • Published Oct 17, 2025 • 50
Diffusion Language Models are Super Data Learners

Paper • 2511.03276 • Published Nov 5, 2025 • 132

Attention Is All You Need for KV Cache in Diffusion LLMs

Paper • 2510.14973 • Published Oct 16, 2025 • 42

Describe What You See with Multimodal Large Language Models to Enhance Video Recommendations

Paper • 2508.09789 • Published Aug 13, 2025 • 5
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents

Paper • 2508.13186 • Published Aug 14, 2025 • 20
ZARA: Zero-shot Motion Time-Series Analysis via Knowledge and Retrieval Driven LLM Agents

Paper • 2508.04038 • Published Aug 6, 2025 • 1
Prompt Orchestration Markup Language

Paper • 2508.13948 • Published Aug 19, 2025 • 48

microsoft/bitnet-b1.58-2B-4T

Text Generation • 0.8B • Updated Dec 17, 2025 • 15.5k • 1.43k
M1: Towards Scalable Test-Time Compute with Mamba Reasoning Models

Paper • 2504.10449 • Published Apr 14, 2025 • 15
nvidia/Llama-3.1-Nemotron-8B-UltraLong-2M-Instruct

Text Generation • 8B • Updated Apr 17, 2025 • 96 • 17
ReTool: Reinforcement Learning for Strategic Tool Use in LLMs

Paper • 2504.11536 • Published Apr 15, 2025 • 63

Search, Verify and Feedback: Towards Next Generation Post-training Paradigm of Foundation Models via Verifier Engineering

Paper • 2411.11504 • Published Nov 18, 2024 • 24
Top-nσ: Not All Logits Are You Need

Paper • 2411.07641 • Published Nov 12, 2024 • 24
Adaptive Decoding via Latent Preference Optimization

Paper • 2411.09661 • Published Nov 14, 2024 • 10
When Precision Meets Position: BFloat16 Breaks Down RoPE in Long-Context Training

Paper • 2411.13476 • Published Nov 20, 2024 • 16

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

Fast-dLLM v2: Efficient Block-Diffusion LLM

Paper • 2509.26328 • Published Sep 30, 2025 • 58
Attention Is All You Need for KV Cache in Diffusion LLMs

Paper • 2510.14973 • Published Oct 16, 2025 • 42
Attention Sinks in Diffusion Language Models

Paper • 2510.15731 • Published Oct 17, 2025 • 50
Diffusion Language Models are Super Data Learners

Paper • 2511.03276 • Published Nov 5, 2025 • 132

about 3 hours ago

The Art of Scaling Reinforcement Learning Compute for LLMs

Paper • 2510.13786 • Published Oct 15, 2025 • 33
Attention Is All You Need for KV Cache in Diffusion LLMs

Paper • 2510.14973 • Published Oct 16, 2025 • 42
BitNet Distillation

Paper • 2510.13998 • Published Oct 15, 2025 • 59
GigaBrain-0: A World Model-Powered Vision-Language-Action Model

Paper • 2510.19430 • Published Oct 22, 2025 • 53

Attention Is All You Need for KV Cache in Diffusion LLMs

Paper • 2510.14973 • Published Oct 16, 2025 • 42

Read Later Stack

Demystifying Reinforcement Learning in Agentic Reasoning

Paper • 2510.11701 • Published Oct 13, 2025 • 33
Self-Improving LLM Agents at Test-Time

Paper • 2510.07841 • Published Oct 9, 2025 • 10
Making Mathematical Reasoning Adaptive

Paper • 2510.04617 • Published Oct 6, 2025 • 23
DocReward: A Document Reward Model for Structuring and Stylizing

Paper • 2510.11391 • Published Oct 13, 2025 • 27

Describe What You See with Multimodal Large Language Models to Enhance Video Recommendations

Paper • 2508.09789 • Published Aug 13, 2025 • 5
MM-BrowseComp: A Comprehensive Benchmark for Multimodal Browsing Agents

Paper • 2508.13186 • Published Aug 14, 2025 • 20
ZARA: Zero-shot Motion Time-Series Analysis via Knowledge and Retrieval Driven LLM Agents

Paper • 2508.04038 • Published Aug 6, 2025 • 1
Prompt Orchestration Markup Language

Paper • 2508.13948 • Published Aug 19, 2025 • 48

lusxvr/nanoVLM-222M

Image-Text-to-Text • 0.2B • Updated May 8, 2025 • 208 • 99
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Paper • 2503.09516 • Published Mar 12, 2025 • 39
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

microsoft/bitnet-b1.58-2B-4T

Text Generation • 0.8B • Updated Dec 17, 2025 • 15.5k • 1.43k
M1: Towards Scalable Test-Time Compute with Mamba Reasoning Models

Paper • 2504.10449 • Published Apr 14, 2025 • 15
nvidia/Llama-3.1-Nemotron-8B-UltraLong-2M-Instruct

Text Generation • 8B • Updated Apr 17, 2025 • 96 • 17
ReTool: Reinforcement Learning for Strategic Tool Use in LLMs

Paper • 2504.11536 • Published Apr 15, 2025 • 63

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

Search, Verify and Feedback: Towards Next Generation Post-training Paradigm of Foundation Models via Verifier Engineering

Paper • 2411.11504 • Published Nov 18, 2024 • 24
Top-nσ: Not All Logits Are You Need

Paper • 2411.07641 • Published Nov 12, 2024 • 24
Adaptive Decoding via Latent Preference Optimization

Paper • 2411.09661 • Published Nov 14, 2024 • 10
When Precision Meets Position: BFloat16 Breaks Down RoPE in Long-Context Training

Paper • 2411.13476 • Published Nov 20, 2024 • 16

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