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Collections including paper arxiv:2608.05139

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.

about 3 hours ago

Continuous Latent Diffusion Language Model

Paper • 2605.06548 • Published May 7 • 86
Scaling Latent Reasoning via Looped Language Models

Paper • 2510.25741 • Published Oct 29, 2025 • 236
Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach

Paper • 2502.05171 • Published Feb 7, 2025 • 162
Pretraining Language Models to Ponder in Continuous Space

Paper • 2505.20674 • Published May 27, 2025 • 3

about 14 hours ago

Writing in the Margins: Better Inference Pattern for Long Context Retrieval

Paper • 2408.14906 • Published Aug 27, 2024 • 144
DuoAttention: Efficient Long-Context LLM Inference with Retrieval and Streaming Heads

Paper • 2410.10819 • Published Oct 14, 2024 • 7
LLMtimesMapReduce: Simplified Long-Sequence Processing using Large Language Models

Paper • 2410.09342 • Published Oct 12, 2024 • 37
PDFTriage: Question Answering over Long, Structured Documents

Paper • 2309.08872 • Published Sep 16, 2023 • 55

ReVSI: Rebuilding Visual Spatial Intelligence Evaluation for Accurate Assessment of VLM 3D Reasoning

Paper • 2604.24300 • Published Apr 27 • 67
Rewarding the Scientific Process: Process-Level Reward Modeling for Agentic Data Analysis

Paper • 2604.24198 • Published Apr 27 • 23
KernelBench-X: A Comprehensive Benchmark for Evaluating LLM-Generated GPU Kernels

Paper • 2605.04956 • Published May 6 • 7
Edit-Compass & EditReward-Compass: A Unified Benchmark for Image Editing and Reward Modeling

Paper • 2605.13062 • Published May 13 • 33

RESOURCE2SKILL: Distilling Executable Agent Skills from Human-Created Multimodal Resources

Paper • 2606.29538 • Published Jul 16 • 144
SKT: Skill-Use Training at Scale via Verified Synthetic Data Generation

Paper • 2608.02287 • Published Aug 3 • 31
Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning

Paper • 2608.05139 • Published Aug 5 • 27
SkillZip: Evaluation-Free Skill Compression for Self-Evolving Agents by Discovering Reusable Structure

Paper • 2608.11079 • Published Aug 11 • 16

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning

Paper • 2608.05139 • Published Aug 5 • 27

Agent Learning via Early Experience

Paper • 2510.08558 • Published Oct 9, 2025 • 256
Learning on the Job: An Experience-Driven Self-Evolving Agent for Long-Horizon Tasks

Paper • 2510.08002 • Published Oct 9, 2025 • 24
Self-Improving LLM Agents at Test-Time

Paper • 2510.07841 • Published Oct 9, 2025 • 10
The Denario project: Deep knowledge AI agents for scientific discovery

Paper • 2510.26887 • Published Oct 30, 2025 • 8

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.

about 3 hours ago

Continuous Latent Diffusion Language Model

Paper • 2605.06548 • Published May 7 • 86
Scaling Latent Reasoning via Looped Language Models

Paper • 2510.25741 • Published Oct 29, 2025 • 236
Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach

Paper • 2502.05171 • Published Feb 7, 2025 • 162
Pretraining Language Models to Ponder in Continuous Space

Paper • 2505.20674 • Published May 27, 2025 • 3

RESOURCE2SKILL: Distilling Executable Agent Skills from Human-Created Multimodal Resources

Paper • 2606.29538 • Published Jul 16 • 144
SKT: Skill-Use Training at Scale via Verified Synthetic Data Generation

Paper • 2608.02287 • Published Aug 3 • 31
Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning

Paper • 2608.05139 • Published Aug 5 • 27
SkillZip: Evaluation-Free Skill Compression for Self-Evolving Agents by Discovering Reusable Structure

Paper • 2608.11079 • Published Aug 11 • 16

about 14 hours ago

Writing in the Margins: Better Inference Pattern for Long Context Retrieval

Paper • 2408.14906 • Published Aug 27, 2024 • 144
DuoAttention: Efficient Long-Context LLM Inference with Retrieval and Streaming Heads

Paper • 2410.10819 • Published Oct 14, 2024 • 7
LLMtimesMapReduce: Simplified Long-Sequence Processing using Large Language Models

Paper • 2410.09342 • Published Oct 12, 2024 • 37
PDFTriage: Question Answering over Long, Structured Documents

Paper • 2309.08872 • Published Sep 16, 2023 • 55

Toward Skill-Native LLMs: Skill Entropy for Benchmarking and Training Long-Horizon Reasoning

Paper • 2608.05139 • Published Aug 5 • 27

ReVSI: Rebuilding Visual Spatial Intelligence Evaluation for Accurate Assessment of VLM 3D Reasoning

Paper • 2604.24300 • Published Apr 27 • 67
Rewarding the Scientific Process: Process-Level Reward Modeling for Agentic Data Analysis

Paper • 2604.24198 • Published Apr 27 • 23
KernelBench-X: A Comprehensive Benchmark for Evaluating LLM-Generated GPU Kernels

Paper • 2605.04956 • Published May 6 • 7
Edit-Compass & EditReward-Compass: A Unified Benchmark for Image Editing and Reward Modeling

Paper • 2605.13062 • Published May 13 • 33

Agent Learning via Early Experience

Paper • 2510.08558 • Published Oct 9, 2025 • 256
Learning on the Job: An Experience-Driven Self-Evolving Agent for Long-Horizon Tasks

Paper • 2510.08002 • Published Oct 9, 2025 • 24
Self-Improving LLM Agents at Test-Time

Paper • 2510.07841 • Published Oct 9, 2025 • 10
The Denario project: Deep knowledge AI agents for scientific discovery

Paper • 2510.26887 • Published Oct 30, 2025 • 8

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