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Collections including paper arxiv:2608.27448

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 16 hours ago

Continuous Latent Diffusion Language Model

Paper • 2605.06548 • Published May 7 • 88
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

Agentic Game Development as a Verifiable Trajectory Data Engine for Scaling World Models

Paper • 2608.25518 • Published 7 days ago • 188
TTPO: Test-Time Policy Optimization

Paper • 2608.27448 • Published 6 days ago • 77
Continuous Latent Diffusion Language Model

Paper • 2605.06548 • Published May 7 • 88
GameWAM: A World Action Model for Video Games

Paper • 2608.26200 • Published 8 days ago • 45

Reinforcement Learning

Demystifying Reinforcement Learning in Agentic Reasoning

Paper • 2510.11701 • Published Oct 13, 2025 • 34
LoongRL:Reinforcement Learning for Advanced Reasoning over Long Contexts

Paper • 2510.19363 • Published Oct 22, 2025 • 63
Supervised Reinforcement Learning: From Expert Trajectories to Step-wise Reasoning

Paper • 2510.25992 • Published Oct 29, 2025 • 48
Teaching Pretrained Language Models to Think Deeper with Retrofitted Recurrence

Paper • 2511.07384 • Published Nov 10, 2025 • 21

Training optimization

The Curse of Depth in Large Language Models

Paper • 2502.05795 • Published Feb 9, 2025 • 40
Transformers without Normalization

Paper • 2503.10622 • Published Mar 13, 2025 • 171
Parallel Scaling Law for Language Models

Paper • 2505.10475 • Published May 15, 2025 • 83
Learning to Skip the Middle Layers of Transformers

Paper • 2506.21103 • Published Jun 26, 2025 • 18

TTPO: Test-Time Policy Optimization

Paper • 2608.27448 • Published 6 days ago • 77

Continual learning

about 22 hours ago

AutoResearchClaw: Self-Reinforcing Autonomous Research with Human-AI Collaboration

Paper • 2605.20025 • Published May 19 • 192
OpenComputer: Verifiable Software Worlds for Computer-Use Agents

Paper • 2605.19769 • Published May 19 • 89
WildClawBench: A Benchmark for Real-World, Long-Horizon Agent Evaluation

Paper • 2605.10912 • Published May 11 • 47
EvolveMem:Self-Evolving Memory Architecture via AutoResearch for LLM Agents

Paper • 2605.13941 • Published May 13 • 25

Skip a Layer or Loop it? Test-Time Depth Adaptation of Pretrained LLMs

Paper • 2507.07996 • Published Jul 10, 2025 • 36
Test-Time Scaling with Reflective Generative Model

Paper • 2507.01951 • Published Jul 2, 2025 • 108
Does More Inference-Time Compute Really Help Robustness?

Paper • 2507.15974 • Published Jul 21, 2025 • 7
TTCS: Test-Time Curriculum Synthesis for Self-Evolving

Paper • 2601.22628 • Published Jan 30 • 35

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 16 hours ago

Continuous Latent Diffusion Language Model

Paper • 2605.06548 • Published May 7 • 88
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

TTPO: Test-Time Policy Optimization

Paper • 2608.27448 • Published 6 days ago • 77

Agentic Game Development as a Verifiable Trajectory Data Engine for Scaling World Models

Paper • 2608.25518 • Published 7 days ago • 188
TTPO: Test-Time Policy Optimization

Paper • 2608.27448 • Published 6 days ago • 77
Continuous Latent Diffusion Language Model

Paper • 2605.06548 • Published May 7 • 88
GameWAM: A World Action Model for Video Games

Paper • 2608.26200 • Published 8 days ago • 45

Continual learning

about 22 hours ago

AutoResearchClaw: Self-Reinforcing Autonomous Research with Human-AI Collaboration

Paper • 2605.20025 • Published May 19 • 192
OpenComputer: Verifiable Software Worlds for Computer-Use Agents

Paper • 2605.19769 • Published May 19 • 89
WildClawBench: A Benchmark for Real-World, Long-Horizon Agent Evaluation

Paper • 2605.10912 • Published May 11 • 47
EvolveMem:Self-Evolving Memory Architecture via AutoResearch for LLM Agents

Paper • 2605.13941 • Published May 13 • 25

Reinforcement Learning

Demystifying Reinforcement Learning in Agentic Reasoning

Paper • 2510.11701 • Published Oct 13, 2025 • 34
LoongRL:Reinforcement Learning for Advanced Reasoning over Long Contexts

Paper • 2510.19363 • Published Oct 22, 2025 • 63
Supervised Reinforcement Learning: From Expert Trajectories to Step-wise Reasoning

Paper • 2510.25992 • Published Oct 29, 2025 • 48
Teaching Pretrained Language Models to Think Deeper with Retrofitted Recurrence

Paper • 2511.07384 • Published Nov 10, 2025 • 21

Skip a Layer or Loop it? Test-Time Depth Adaptation of Pretrained LLMs

Paper • 2507.07996 • Published Jul 10, 2025 • 36
Test-Time Scaling with Reflective Generative Model

Paper • 2507.01951 • Published Jul 2, 2025 • 108
Does More Inference-Time Compute Really Help Robustness?

Paper • 2507.15974 • Published Jul 21, 2025 • 7
TTCS: Test-Time Curriculum Synthesis for Self-Evolving

Paper • 2601.22628 • Published Jan 30 • 35

Training optimization

The Curse of Depth in Large Language Models

Paper • 2502.05795 • Published Feb 9, 2025 • 40
Transformers without Normalization

Paper • 2503.10622 • Published Mar 13, 2025 • 171
Parallel Scaling Law for Language Models

Paper • 2505.10475 • Published May 15, 2025 • 83
Learning to Skip the Middle Layers of Transformers

Paper • 2506.21103 • Published Jun 26, 2025 • 18

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