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Collections including paper arxiv:2606.32032

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 20 hours ago

Continuous Latent Diffusion Language Model

Paper • 2605.06548 • Published May 7 • 87
Scaling Latent Reasoning via Looped Language Models

Paper • 2510.25741 • Published Oct 29, 2025 • 234
Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach

Paper • 2502.05171 • Published Feb 7, 2025 • 161
Pretraining Language Models to Ponder in Continuous Space

Paper • 2505.20674 • Published May 27, 2025 • 3

Reinforcement Learning with Metacognitive Feedback Elicits Faithful Uncertainty Expression in LLMs

Paper • 2606.32032 • Published Jun 30 • 29

WorldVLA: Towards Autoregressive Action World Model

Paper • 2506.21539 • Published Jun 26, 2025 • 40
Fast and Simplex: 2-Simplicial Attention in Triton

Paper • 2507.02754 • Published Jul 3, 2025 • 25
IntFold: A Controllable Foundation Model for General and Specialized Biomolecular Structure Prediction

Paper • 2507.02025 • Published Jul 2, 2025 • 36
Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact

Paper • 2507.00951 • Published Jul 1, 2025 • 24

Dockerless: Environment-Free Program Verifier for Coding Agents

Paper • 2606.28436 • Published Jun 26 • 116
Program-as-Weights: A Programming Paradigm for Fuzzy Functions

Paper • 2607.02512 • Published Jul 2 • 309
EvoPolicyGym: Evaluating Autonomous Policy Evolution in Interactive Environments

Paper • 2607.02440 • Published Jul 2 • 51
Evolution Fine-Tuning: Learning to Discover Across 371 Optimization Tasks

Paper • 2606.29082 • Published Jun 27 • 43

Role-Agent: Bootstrapping LLM Agents via Dual-Role Evolution

Paper • 2606.10917 • Published Jun 9 • 76
DeNovoSWE: Scaling Long-Horizon Environments for Generating Entire Repositories from Scratch

Paper • 2606.10728 • Published Jun 9 • 36
Reinforcement Learning with Metacognitive Feedback Elicits Faithful Uncertainty Expression in LLMs

Paper • 2606.32032 • Published Jun 30 • 29

Reinforcement learning

Diffusion Augmented Agents: A Framework for Efficient Exploration and Transfer Learning

Paper • 2407.20798 • Published Jul 30, 2024 • 24
Offline Reinforcement Learning for LLM Multi-Step Reasoning

Paper • 2412.16145 • Published Dec 20, 2024 • 38
REINFORCE++: A Simple and Efficient Approach for Aligning Large Language Models

Paper • 2501.03262 • Published Jan 4, 2025 • 103
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution

Paper • 2502.18449 • Published Feb 25, 2025 • 75

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 20 hours ago

Continuous Latent Diffusion Language Model

Paper • 2605.06548 • Published May 7 • 87
Scaling Latent Reasoning via Looped Language Models

Paper • 2510.25741 • Published Oct 29, 2025 • 234
Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach

Paper • 2502.05171 • Published Feb 7, 2025 • 161
Pretraining Language Models to Ponder in Continuous Space

Paper • 2505.20674 • Published May 27, 2025 • 3

Dockerless: Environment-Free Program Verifier for Coding Agents

Paper • 2606.28436 • Published Jun 26 • 116
Program-as-Weights: A Programming Paradigm for Fuzzy Functions

Paper • 2607.02512 • Published Jul 2 • 309
EvoPolicyGym: Evaluating Autonomous Policy Evolution in Interactive Environments

Paper • 2607.02440 • Published Jul 2 • 51
Evolution Fine-Tuning: Learning to Discover Across 371 Optimization Tasks

Paper • 2606.29082 • Published Jun 27 • 43

Reinforcement Learning with Metacognitive Feedback Elicits Faithful Uncertainty Expression in LLMs

Paper • 2606.32032 • Published Jun 30 • 29

Role-Agent: Bootstrapping LLM Agents via Dual-Role Evolution

Paper • 2606.10917 • Published Jun 9 • 76
DeNovoSWE: Scaling Long-Horizon Environments for Generating Entire Repositories from Scratch

Paper • 2606.10728 • Published Jun 9 • 36
Reinforcement Learning with Metacognitive Feedback Elicits Faithful Uncertainty Expression in LLMs

Paper • 2606.32032 • Published Jun 30 • 29

WorldVLA: Towards Autoregressive Action World Model

Paper • 2506.21539 • Published Jun 26, 2025 • 40
Fast and Simplex: 2-Simplicial Attention in Triton

Paper • 2507.02754 • Published Jul 3, 2025 • 25
IntFold: A Controllable Foundation Model for General and Specialized Biomolecular Structure Prediction

Paper • 2507.02025 • Published Jul 2, 2025 • 36
Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact

Paper • 2507.00951 • Published Jul 1, 2025 • 24

Reinforcement learning

Diffusion Augmented Agents: A Framework for Efficient Exploration and Transfer Learning

Paper • 2407.20798 • Published Jul 30, 2024 • 24
Offline Reinforcement Learning for LLM Multi-Step Reasoning

Paper • 2412.16145 • Published Dec 20, 2024 • 38
REINFORCE++: A Simple and Efficient Approach for Aligning Large Language Models

Paper • 2501.03262 • Published Jan 4, 2025 • 103
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution

Paper • 2502.18449 • Published Feb 25, 2025 • 75

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