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Collections including paper arxiv:2608.05987

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.

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 • 237
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

WorldClaw: Agentic 3D Open-World Generation at Scale

Paper • 2608.05248 • Published Aug 5 • 85
AgentOPSD: Recursive Self-Distillation for Agentic Reinforcement Learning

Paper • 2608.05987 • Published Aug 6 • 103
BluePARIS12/MiniMax-H3-bucket

498 GB
BluePARIS12/nemotron-3.5-asr-streaming-0.6b-bucket

5.66 GB

LongHorizon-Harness: Advancing Long-Horizon Agents for Real-World Tasks

Paper • 2608.01964 • Published Aug 3 • 187
Mental World Modeling

Paper • 2607.27201 • Published Jul 29 • 61
AgentOPSD: Recursive Self-Distillation for Agentic Reinforcement Learning

Paper • 2608.05987 • Published Aug 6 • 103
Progressive Agent Skill Generation via Reinforcement Learning

Paper • 2608.01678 • Published Aug 3 • 59

MOPD: Multi-Teacher On-Policy Distillation for Capability Integration in LLM Post-Training

Paper • 2606.30406 • Published Jun 29 • 26
TurnOPD: Making On-Policy Distillation Turn-Aware for Efficient Long-Horizon Agent Training

Paper • 2607.05804 • Published Jul 7 • 20
Trust Region Policy Distillation

Paper • 2607.04751 • Published Jul 6 • 33
SEED: Self-Evolving On-Policy Distillation for Agentic Reinforcement Learning

Paper • 2607.14777 • Published Jul 16 • 104

Cool-Research-Mad

Hogwild! Inference: Parallel LLM Generation via Concurrent Attention

Paper • 2504.06261 • Published Apr 8, 2025 • 111
QeRL: Beyond Efficiency -- Quantization-enhanced Reinforcement Learning for LLMs

Paper • 2510.11696 • Published Oct 13, 2025 • 183
AttentionPredictor: Temporal Pattern Matters for Efficient LLM Inference

Paper • 2502.04077 • Published Feb 6, 2025 • 2
An Embarrassingly Simple Approach for Wafer Feature Extraction and Defect Pattern Recognition

Paper • 2303.11632 • Published Mar 21, 2023 • 1

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 • 102
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution

Paper • 2502.18449 • Published Feb 25, 2025 • 75

An exploration of the ideas, artisans, and innovations shaping the future of luxury fashion.

AgentOPSD: Recursive Self-Distillation for Agentic Reinforcement Learning

Paper • 2608.05987 • Published Aug 6 • 103

SAF-OPD: Stable Advantage Fusion for On-Policy Distillation

Paper • 2607.29209 • Published Jul 31 • 34
AgentOPSD: Recursive Self-Distillation for Agentic Reinforcement Learning

Paper • 2608.05987 • Published Aug 6 • 103
OPD-V: Visual On-Policy Self-Distillation with Modality Balance

Paper • 2608.05131 • Published Aug 6 • 14
On-Policy Self-Distillation without Any Supervision

Paper • 2608.06296 • Published Aug 9 • 180

07. IA agentica

Multi-Agent Computer Use

Paper • 2606.01533 • Published Jun 1 • 6
OpenSkill: Open-World Self-Evolution for LLM Agents

Paper • 2606.06741 • Published Jun 4 • 153
Socratic-SWE: Self-Evolving Coding Agents via Trace-Derived Agent Skills

Paper • 2606.07412 • Published Jun 5 • 13
Bayesian-Agent: Posterior-Guided Skill Evolution for LLM Agent Harnesses

Paper • 2606.08348 • Published Jun 6 • 16

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 • 15

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.

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 • 237
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

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 • 102
SWE-RL: Advancing LLM Reasoning via Reinforcement Learning on Open Software Evolution

Paper • 2502.18449 • Published Feb 25, 2025 • 75

WorldClaw: Agentic 3D Open-World Generation at Scale

Paper • 2608.05248 • Published Aug 5 • 85
AgentOPSD: Recursive Self-Distillation for Agentic Reinforcement Learning

Paper • 2608.05987 • Published Aug 6 • 103
BluePARIS12/MiniMax-H3-bucket

498 GB
BluePARIS12/nemotron-3.5-asr-streaming-0.6b-bucket

5.66 GB

An exploration of the ideas, artisans, and innovations shaping the future of luxury fashion.

AgentOPSD: Recursive Self-Distillation for Agentic Reinforcement Learning

Paper • 2608.05987 • Published Aug 6 • 103

LongHorizon-Harness: Advancing Long-Horizon Agents for Real-World Tasks

Paper • 2608.01964 • Published Aug 3 • 187
Mental World Modeling

Paper • 2607.27201 • Published Jul 29 • 61
AgentOPSD: Recursive Self-Distillation for Agentic Reinforcement Learning

Paper • 2608.05987 • Published Aug 6 • 103
Progressive Agent Skill Generation via Reinforcement Learning

Paper • 2608.01678 • Published Aug 3 • 59

SAF-OPD: Stable Advantage Fusion for On-Policy Distillation

Paper • 2607.29209 • Published Jul 31 • 34
AgentOPSD: Recursive Self-Distillation for Agentic Reinforcement Learning

Paper • 2608.05987 • Published Aug 6 • 103
OPD-V: Visual On-Policy Self-Distillation with Modality Balance

Paper • 2608.05131 • Published Aug 6 • 14
On-Policy Self-Distillation without Any Supervision

Paper • 2608.06296 • Published Aug 9 • 180

MOPD: Multi-Teacher On-Policy Distillation for Capability Integration in LLM Post-Training

Paper • 2606.30406 • Published Jun 29 • 26
TurnOPD: Making On-Policy Distillation Turn-Aware for Efficient Long-Horizon Agent Training

Paper • 2607.05804 • Published Jul 7 • 20
Trust Region Policy Distillation

Paper • 2607.04751 • Published Jul 6 • 33
SEED: Self-Evolving On-Policy Distillation for Agentic Reinforcement Learning

Paper • 2607.14777 • Published Jul 16 • 104

07. IA agentica

Multi-Agent Computer Use

Paper • 2606.01533 • Published Jun 1 • 6
OpenSkill: Open-World Self-Evolution for LLM Agents

Paper • 2606.06741 • Published Jun 4 • 153
Socratic-SWE: Self-Evolving Coding Agents via Trace-Derived Agent Skills

Paper • 2606.07412 • Published Jun 5 • 13
Bayesian-Agent: Posterior-Guided Skill Evolution for LLM Agent Harnesses

Paper • 2606.08348 • Published Jun 6 • 16

Cool-Research-Mad

Hogwild! Inference: Parallel LLM Generation via Concurrent Attention

Paper • 2504.06261 • Published Apr 8, 2025 • 111
QeRL: Beyond Efficiency -- Quantization-enhanced Reinforcement Learning for LLMs

Paper • 2510.11696 • Published Oct 13, 2025 • 183
AttentionPredictor: Temporal Pattern Matters for Efficient LLM Inference

Paper • 2502.04077 • Published Feb 6, 2025 • 2
An Embarrassingly Simple Approach for Wafer Feature Extraction and Defect Pattern Recognition

Paper • 2303.11632 • Published Mar 21, 2023 • 1

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 • 15

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