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Collections including paper arxiv:2601.22975

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 6 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

Golden Goose: A Simple Trick to Synthesize Unlimited RLVR Tasks from Unverifiable Internet Text

Paper • 2601.22975 • Published Jan 30 • 113

mHC: Manifold-Constrained Hyper-Connections

Paper • 2512.24880 • Published Dec 31, 2025 • 336
Fantastic Reasoning Behaviors and Where to Find Them: Unsupervised Discovery of the Reasoning Process

Paper • 2512.23988 • Published Dec 30, 2025 • 19
SpaceTimePilot: Generative Rendering of Dynamic Scenes Across Space and Time

Paper • 2512.25075 • Published Dec 31, 2025 • 16
Guiding a Diffusion Transformer with the Internal Dynamics of Itself

Paper • 2512.24176 • Published Dec 30, 2025 • 8

Agent-finetuning-RAM-METHOD

Behavior Knowledge Merge in Reinforced Agentic Models

Paper • 2601.13572 • Published Jan 20 • 27
Language of Thought Shapes Output Diversity in Large Language Models

Paper • 2601.11227 • Published Jan 16 • 10
Agentic-R: Learning to Retrieve for Agentic Search

Paper • 2601.11888 • Published Jan 17 • 19
RLAnything: Forge Environment, Policy, and Reward Model in Completely Dynamic RL System

Paper • 2602.02488 • Published Feb 2 • 36

Error-Free Linear Attention is a Free Lunch: Exact Solution from Continuous-Time Dynamics

Paper • 2512.12602 • Published Dec 14, 2025 • 44
Golden Goose: A Simple Trick to Synthesize Unlimited RLVR Tasks from Unverifiable Internet Text

Paper • 2601.22975 • Published Jan 30 • 113

DavidAU/Qwen3-48B-A4B-Savant-Commander-Distill-12X-Closed-Open-Heretic-Uncensored-GGUF

Text Generation • 34B • Updated Mar 24 • 3.08k • 73
Golden Goose: A Simple Trick to Synthesize Unlimited RLVR Tasks from Unverifiable Internet Text

Paper • 2601.22975 • Published Jan 30 • 113

MMFineReason: Closing the Multimodal Reasoning Gap via Open Data-Centric Methods

Paper • 2601.21821 • Published Jan 29 • 62
Golden Goose: A Simple Trick to Synthesize Unlimited RLVR Tasks from Unverifiable Internet Text

Paper • 2601.22975 • Published Jan 30 • 113
Reinforced Attention Learning

Paper • 2602.04884 • Published Feb 4 • 30
LoongRL:Reinforcement Learning for Advanced Reasoning over Long Contexts

Paper • 2510.19363 • Published Oct 22, 2025 • 63

LongCat-Flash-Thinking-2601 Technical Report

Paper • 2601.16725 • Published Jan 23 • 186
DeepSeek-OCR 2: Visual Causal Flow

Paper • 2601.20552 • Published Jan 28 • 75
Linear representations in language models can change dramatically over a conversation

Paper • 2601.20834 • Published Jan 28 • 21
BMAM: Brain-inspired Multi-Agent Memory Framework

Paper • 2601.20465 • Published Jan 28 • 6

Agentic Reasoning for Large Language Models

Paper • 2601.12538 • Published Jan 18 • 208
ASTRA: Automated Synthesis of agentic Trajectories and Reinforcement Arenas

Paper • 2601.21558 • Published Jan 29 • 61
Golden Goose: A Simple Trick to Synthesize Unlimited RLVR Tasks from Unverifiable Internet Text

Paper • 2601.22975 • Published Jan 30 • 113

V-Thinker: Interactive Thinking with Images

Paper • 2511.04460 • Published Nov 6, 2025 • 98
Visual Spatial Tuning

Paper • 2511.05491 • Published Nov 7, 2025 • 53
BabyVision: Visual Reasoning Beyond Language

Paper • 2601.06521 • Published Jan 10 • 201
Golden Goose: A Simple Trick to Synthesize Unlimited RLVR Tasks from Unverifiable Internet Text

Paper • 2601.22975 • Published Jan 30 • 113

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 6 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

DavidAU/Qwen3-48B-A4B-Savant-Commander-Distill-12X-Closed-Open-Heretic-Uncensored-GGUF

Text Generation • 34B • Updated Mar 24 • 3.08k • 73
Golden Goose: A Simple Trick to Synthesize Unlimited RLVR Tasks from Unverifiable Internet Text

Paper • 2601.22975 • Published Jan 30 • 113

Golden Goose: A Simple Trick to Synthesize Unlimited RLVR Tasks from Unverifiable Internet Text

Paper • 2601.22975 • Published Jan 30 • 113

MMFineReason: Closing the Multimodal Reasoning Gap via Open Data-Centric Methods

Paper • 2601.21821 • Published Jan 29 • 62
Golden Goose: A Simple Trick to Synthesize Unlimited RLVR Tasks from Unverifiable Internet Text

Paper • 2601.22975 • Published Jan 30 • 113
Reinforced Attention Learning

Paper • 2602.04884 • Published Feb 4 • 30
LoongRL:Reinforcement Learning for Advanced Reasoning over Long Contexts

Paper • 2510.19363 • Published Oct 22, 2025 • 63

mHC: Manifold-Constrained Hyper-Connections

Paper • 2512.24880 • Published Dec 31, 2025 • 336
Fantastic Reasoning Behaviors and Where to Find Them: Unsupervised Discovery of the Reasoning Process

Paper • 2512.23988 • Published Dec 30, 2025 • 19
SpaceTimePilot: Generative Rendering of Dynamic Scenes Across Space and Time

Paper • 2512.25075 • Published Dec 31, 2025 • 16
Guiding a Diffusion Transformer with the Internal Dynamics of Itself

Paper • 2512.24176 • Published Dec 30, 2025 • 8

LongCat-Flash-Thinking-2601 Technical Report

Paper • 2601.16725 • Published Jan 23 • 186
DeepSeek-OCR 2: Visual Causal Flow

Paper • 2601.20552 • Published Jan 28 • 75
Linear representations in language models can change dramatically over a conversation

Paper • 2601.20834 • Published Jan 28 • 21
BMAM: Brain-inspired Multi-Agent Memory Framework

Paper • 2601.20465 • Published Jan 28 • 6

Agent-finetuning-RAM-METHOD

Behavior Knowledge Merge in Reinforced Agentic Models

Paper • 2601.13572 • Published Jan 20 • 27
Language of Thought Shapes Output Diversity in Large Language Models

Paper • 2601.11227 • Published Jan 16 • 10
Agentic-R: Learning to Retrieve for Agentic Search

Paper • 2601.11888 • Published Jan 17 • 19
RLAnything: Forge Environment, Policy, and Reward Model in Completely Dynamic RL System

Paper • 2602.02488 • Published Feb 2 • 36

Agentic Reasoning for Large Language Models

Paper • 2601.12538 • Published Jan 18 • 208
ASTRA: Automated Synthesis of agentic Trajectories and Reinforcement Arenas

Paper • 2601.21558 • Published Jan 29 • 61
Golden Goose: A Simple Trick to Synthesize Unlimited RLVR Tasks from Unverifiable Internet Text

Paper • 2601.22975 • Published Jan 30 • 113

Error-Free Linear Attention is a Free Lunch: Exact Solution from Continuous-Time Dynamics

Paper • 2512.12602 • Published Dec 14, 2025 • 44
Golden Goose: A Simple Trick to Synthesize Unlimited RLVR Tasks from Unverifiable Internet Text

Paper • 2601.22975 • Published Jan 30 • 113

V-Thinker: Interactive Thinking with Images

Paper • 2511.04460 • Published Nov 6, 2025 • 98
Visual Spatial Tuning

Paper • 2511.05491 • Published Nov 7, 2025 • 53
BabyVision: Visual Reasoning Beyond Language

Paper • 2601.06521 • Published Jan 10 • 201
Golden Goose: A Simple Trick to Synthesize Unlimited RLVR Tasks from Unverifiable Internet Text

Paper • 2601.22975 • Published Jan 30 • 113

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