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Collections including paper arxiv:2601.20834

Composition-RL: Compose Your Verifiable Prompts for Reinforcement Learning of Large Language Models

Paper • 2602.12036 • Published Feb 12 • 93
Reinforcement Learning for Self-Improving Agent with Skill Library

Paper • 2512.17102 • Published Dec 18, 2025 • 42
Diffusion Knows Transparency: Repurposing Video Diffusion for Transparent Object Depth and Normal Estimation

Paper • 2512.23705 • Published Dec 29, 2025 • 45
Schoenfeld's Anatomy of Mathematical Reasoning by Language Models

Paper • 2512.19995 • Published Dec 23, 2025 • 16

Linear representations in language models can change dramatically over a conversation

Paper • 2601.20834 • Published Jan 28 • 21
daVinci-Agency: Unlocking Long-Horizon Agency Data-Efficiently

Paper • 2602.02619 • Published Feb 2 • 53
OmniSIFT: Modality-Asymmetric Token Compression for Efficient Omni-modal Large Language Models

Paper • 2602.04804 • Published Feb 4 • 50

Youtu-LLM: Unlocking the Native Agentic Potential for Lightweight Large Language Models

Paper • 2512.24618 • Published Dec 31, 2025 • 154
Let It Flow: Agentic Crafting on Rock and Roll, Building the ROME Model within an Open Agentic Learning Ecosystem

Paper • 2512.24873 • Published Dec 31, 2025 • 108
AI Meets Brain: Memory Systems from Cognitive Neuroscience to Autonomous Agents

Paper • 2512.23343 • Published Dec 29, 2025 • 30
Figure It Out: Improving the Frontier of Reasoning with Active Visual Thinking

Paper • 2512.24297 • Published Dec 30, 2025 • 6

Papers Pertinent or Protuberant

The Cow of Rembrandt - Analyzing Artistic Prompt Interpretation in Text-to-Image Models

Paper • 2507.23313 • Published Jul 31, 2025 • 1
SonicMaster: Towards Controllable All-in-One Music Restoration and Mastering

Paper • 2508.03448 • Published Aug 5, 2025 • 6
C3D-AD: Toward Continual 3D Anomaly Detection via Kernel Attention with Learnable Advisor

Paper • 2508.01311 • Published Aug 2, 2025 • 2
Normalized Attention Guidance: Universal Negative Guidance for Diffusion Model

Paper • 2505.21179 • Published May 27, 2025 • 13

Representation & Optimization

Understanding about representation sheds light on optimization

Nuclear Norm Regularization for Deep Learning

Paper • 2405.14544 • Published May 23, 2024 • 1
Token embeddings violate the manifold hypothesis

Paper • 2504.01002 • Published Apr 1, 2025 • 1
Approximate Nullspace Augmented Finetuning for Robust Vision Transformers

Paper • 2403.10476 • Published Mar 15, 2024 • 1
ElaLoRA: Elastic & Learnable Low-Rank Adaptation for Efficient Model Fine-Tuning

Paper • 2504.00254 • Published Mar 31, 2025 • 1

Endless Terminals: Scaling RL Environments for Terminal Agents

Paper • 2601.16443 • Published Jan 23 • 18
Linear representations in language models can change dramatically over a conversation

Paper • 2601.20834 • Published Jan 28 • 21
Scaling Embeddings Outperforms Scaling Experts in Language Models

Paper • 2601.21204 • Published Jan 29 • 102
Teaching Models to Teach Themselves: Reasoning at the Edge of Learnability

Paper • 2601.18778 • Published Jan 26 • 42

LongCat-Flash-Thinking-2601 Technical Report

Paper • 2601.16725 • Published Jan 23 • 180
DeepSeek-OCR 2: Visual Causal Flow

Paper • 2601.20552 • Published Jan 28 • 68
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 • 5

Low-probability Tokens Sustain Exploration in Reinforcement Learning with Verifiable Reward

Paper • 2510.03222 • Published Oct 3, 2025 • 76
In-the-Flow Agentic System Optimization for Effective Planning and Tool Use

Paper • 2510.05592 • Published Oct 7, 2025 • 110
Less is More: Recursive Reasoning with Tiny Networks

Paper • 2510.04871 • Published Oct 6, 2025 • 513
Multi-Agent Tool-Integrated Policy Optimization

Paper • 2510.04678 • Published Oct 6, 2025 • 31

Interpretability

I Have Covered All the Bases Here: Interpreting Reasoning Features in Large Language Models via Sparse Autoencoders

Paper • 2503.18878 • Published Mar 24, 2025 • 120
Truth Neurons

Paper • 2505.12182 • Published May 18, 2025 • 8
Resa: Transparent Reasoning Models via SAEs

Paper • 2506.09967 • Published Jun 11, 2025 • 22
Why Can't Transformers Learn Multiplication? Reverse-Engineering Reveals Long-Range Dependency Pitfalls

Paper • 2510.00184 • Published Sep 30, 2025 • 17

Composition-RL: Compose Your Verifiable Prompts for Reinforcement Learning of Large Language Models

Paper • 2602.12036 • Published Feb 12 • 93
Reinforcement Learning for Self-Improving Agent with Skill Library

Paper • 2512.17102 • Published Dec 18, 2025 • 42
Diffusion Knows Transparency: Repurposing Video Diffusion for Transparent Object Depth and Normal Estimation

Paper • 2512.23705 • Published Dec 29, 2025 • 45
Schoenfeld's Anatomy of Mathematical Reasoning by Language Models

Paper • 2512.19995 • Published Dec 23, 2025 • 16

Endless Terminals: Scaling RL Environments for Terminal Agents

Paper • 2601.16443 • Published Jan 23 • 18
Linear representations in language models can change dramatically over a conversation

Paper • 2601.20834 • Published Jan 28 • 21
Scaling Embeddings Outperforms Scaling Experts in Language Models

Paper • 2601.21204 • Published Jan 29 • 102
Teaching Models to Teach Themselves: Reasoning at the Edge of Learnability

Paper • 2601.18778 • Published Jan 26 • 42

Linear representations in language models can change dramatically over a conversation

Paper • 2601.20834 • Published Jan 28 • 21
daVinci-Agency: Unlocking Long-Horizon Agency Data-Efficiently

Paper • 2602.02619 • Published Feb 2 • 53
OmniSIFT: Modality-Asymmetric Token Compression for Efficient Omni-modal Large Language Models

Paper • 2602.04804 • Published Feb 4 • 50

LongCat-Flash-Thinking-2601 Technical Report

Paper • 2601.16725 • Published Jan 23 • 180
DeepSeek-OCR 2: Visual Causal Flow

Paper • 2601.20552 • Published Jan 28 • 68
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 • 5

Youtu-LLM: Unlocking the Native Agentic Potential for Lightweight Large Language Models

Paper • 2512.24618 • Published Dec 31, 2025 • 154
Let It Flow: Agentic Crafting on Rock and Roll, Building the ROME Model within an Open Agentic Learning Ecosystem

Paper • 2512.24873 • Published Dec 31, 2025 • 108
AI Meets Brain: Memory Systems from Cognitive Neuroscience to Autonomous Agents

Paper • 2512.23343 • Published Dec 29, 2025 • 30
Figure It Out: Improving the Frontier of Reasoning with Active Visual Thinking

Paper • 2512.24297 • Published Dec 30, 2025 • 6

Low-probability Tokens Sustain Exploration in Reinforcement Learning with Verifiable Reward

Paper • 2510.03222 • Published Oct 3, 2025 • 76
In-the-Flow Agentic System Optimization for Effective Planning and Tool Use

Paper • 2510.05592 • Published Oct 7, 2025 • 110
Less is More: Recursive Reasoning with Tiny Networks

Paper • 2510.04871 • Published Oct 6, 2025 • 513
Multi-Agent Tool-Integrated Policy Optimization

Paper • 2510.04678 • Published Oct 6, 2025 • 31

Papers Pertinent or Protuberant

The Cow of Rembrandt - Analyzing Artistic Prompt Interpretation in Text-to-Image Models

Paper • 2507.23313 • Published Jul 31, 2025 • 1
SonicMaster: Towards Controllable All-in-One Music Restoration and Mastering

Paper • 2508.03448 • Published Aug 5, 2025 • 6
C3D-AD: Toward Continual 3D Anomaly Detection via Kernel Attention with Learnable Advisor

Paper • 2508.01311 • Published Aug 2, 2025 • 2
Normalized Attention Guidance: Universal Negative Guidance for Diffusion Model

Paper • 2505.21179 • Published May 27, 2025 • 13

Interpretability

I Have Covered All the Bases Here: Interpreting Reasoning Features in Large Language Models via Sparse Autoencoders

Paper • 2503.18878 • Published Mar 24, 2025 • 120
Truth Neurons

Paper • 2505.12182 • Published May 18, 2025 • 8
Resa: Transparent Reasoning Models via SAEs

Paper • 2506.09967 • Published Jun 11, 2025 • 22
Why Can't Transformers Learn Multiplication? Reverse-Engineering Reveals Long-Range Dependency Pitfalls

Paper • 2510.00184 • Published Sep 30, 2025 • 17

Representation & Optimization

Understanding about representation sheds light on optimization

Nuclear Norm Regularization for Deep Learning

Paper • 2405.14544 • Published May 23, 2024 • 1
Token embeddings violate the manifold hypothesis

Paper • 2504.01002 • Published Apr 1, 2025 • 1
Approximate Nullspace Augmented Finetuning for Robust Vision Transformers

Paper • 2403.10476 • Published Mar 15, 2024 • 1
ElaLoRA: Elastic & Learnable Low-Rank Adaptation for Efficient Model Fine-Tuning

Paper • 2504.00254 • Published Mar 31, 2025 • 1

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