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Collections including paper arxiv:2601.00417

mHC: Manifold-Constrained Hyper-Connections

Paper • 2512.24880 • Published Dec 31, 2025 • 305
Fantastic Reasoning Behaviors and Where to Find Them: Unsupervised Discovery of the Reasoning Process

Paper • 2512.23988 • Published Dec 30, 2025 • 17
SpaceTimePilot: Generative Rendering of Dynamic Scenes Across Space and Time

Paper • 2512.25075 • Published Dec 31, 2025 • 15
Guiding a Diffusion Transformer with the Internal Dynamics of Itself

Paper • 2512.24176 • Published Dec 30, 2025 • 8

NN Arch Components

A Unified View of Attention and Residual Sinks: Outlier-Driven Rescaling is Essential for Transformer Training

Paper • 2601.22966 • Published 13 days ago
STEM: Scaling Transformers with Embedding Modules

Paper • 2601.10639 • Published 28 days ago • 1
Deep Delta Learning

Paper • 2601.00417 • Published Jan 1 • 34
mHC: Manifold-Constrained Hyper-Connections

Paper • 2512.24880 • Published Dec 31, 2025 • 305

mHC: Manifold-Constrained Hyper-Connections

Paper • 2512.24880 • Published Dec 31, 2025 • 305
Deep Delta Learning

Paper • 2601.00417 • Published Jan 1 • 34
Youtu-Agent: Scaling Agent Productivity with Automated Generation and Hybrid Policy Optimization

Paper • 2512.24615 • Published Dec 31, 2025 • 119

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

new architecture

Blending Is All You Need: Cheaper, Better Alternative to Trillion-Parameters LLM

Paper • 2401.02994 • Published Jan 4, 2024 • 52
MambaByte: Token-free Selective State Space Model

Paper • 2401.13660 • Published Jan 24, 2024 • 60
Repeat After Me: Transformers are Better than State Space Models at Copying

Paper • 2402.01032 • Published Feb 1, 2024 • 24
BlackMamba: Mixture of Experts for State-Space Models

Paper • 2402.01771 • Published Feb 1, 2024 • 25

Deep Delta Learning

Paper • 2601.00417 • Published Jan 1 • 34

Self-Correcting Delta Transformer - Adaptive LLMs

Self-Correcting Delta Transformer - DDL provides the Hardware mechanism (The Erazor), NL solves the software problem.

Nested Learning: The Illusion of Deep Learning Architectures

Paper • 2512.24695 • Published Dec 31, 2025 • 43
Deep Delta Learning

Paper • 2601.00417 • Published Jan 1 • 34
mHC: Manifold-Constrained Hyper-Connections

Paper • 2512.24880 • Published Dec 31, 2025 • 305

Seedream 4.0: Toward Next-generation Multimodal Image Generation

Paper • 2509.20427 • Published Sep 24, 2025 • 82
Tree Search for LLM Agent Reinforcement Learning

Paper • 2509.21240 • Published Sep 25, 2025 • 92
SHANKS: Simultaneous Hearing and Thinking for Spoken Language Models

Paper • 2510.06917 • Published Oct 8, 2025 • 35
Agentic Context Engineering: Evolving Contexts for Self-Improving Language Models

Paper • 2510.04618 • Published Oct 6, 2025 • 129

Foundational Deep Learning - Architecture

Forgetting Transformer: Softmax Attention with a Forget Gate

Paper • 2503.02130 • Published Mar 3, 2025 • 32
L^2M: Mutual Information Scaling Law for Long-Context Language Modeling

Paper • 2503.04725 • Published Mar 6, 2025 • 21
Transformers without Normalization

Paper • 2503.10622 • Published Mar 13, 2025 • 170
I-Con: A Unifying Framework for Representation Learning

Paper • 2504.16929 • Published Apr 23, 2025 • 30

mHC: Manifold-Constrained Hyper-Connections

Paper • 2512.24880 • Published Dec 31, 2025 • 305
Fantastic Reasoning Behaviors and Where to Find Them: Unsupervised Discovery of the Reasoning Process

Paper • 2512.23988 • Published Dec 30, 2025 • 17
SpaceTimePilot: Generative Rendering of Dynamic Scenes Across Space and Time

Paper • 2512.25075 • Published Dec 31, 2025 • 15
Guiding a Diffusion Transformer with the Internal Dynamics of Itself

Paper • 2512.24176 • Published Dec 30, 2025 • 8

Deep Delta Learning

Paper • 2601.00417 • Published Jan 1 • 34

NN Arch Components

A Unified View of Attention and Residual Sinks: Outlier-Driven Rescaling is Essential for Transformer Training

Paper • 2601.22966 • Published 13 days ago
STEM: Scaling Transformers with Embedding Modules

Paper • 2601.10639 • Published 28 days ago • 1
Deep Delta Learning

Paper • 2601.00417 • Published Jan 1 • 34
mHC: Manifold-Constrained Hyper-Connections

Paper • 2512.24880 • Published Dec 31, 2025 • 305

Self-Correcting Delta Transformer - Adaptive LLMs

Self-Correcting Delta Transformer - DDL provides the Hardware mechanism (The Erazor), NL solves the software problem.

Nested Learning: The Illusion of Deep Learning Architectures

Paper • 2512.24695 • Published Dec 31, 2025 • 43
Deep Delta Learning

Paper • 2601.00417 • Published Jan 1 • 34
mHC: Manifold-Constrained Hyper-Connections

Paper • 2512.24880 • Published Dec 31, 2025 • 305

mHC: Manifold-Constrained Hyper-Connections

Paper • 2512.24880 • Published Dec 31, 2025 • 305
Deep Delta Learning

Paper • 2601.00417 • Published Jan 1 • 34
Youtu-Agent: Scaling Agent Productivity with Automated Generation and Hybrid Policy Optimization

Paper • 2512.24615 • Published Dec 31, 2025 • 119

Seedream 4.0: Toward Next-generation Multimodal Image Generation

Paper • 2509.20427 • Published Sep 24, 2025 • 82
Tree Search for LLM Agent Reinforcement Learning

Paper • 2509.21240 • Published Sep 25, 2025 • 92
SHANKS: Simultaneous Hearing and Thinking for Spoken Language Models

Paper • 2510.06917 • Published Oct 8, 2025 • 35
Agentic Context Engineering: Evolving Contexts for Self-Improving Language Models

Paper • 2510.04618 • Published Oct 6, 2025 • 129

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

Foundational Deep Learning - Architecture

Forgetting Transformer: Softmax Attention with a Forget Gate

Paper • 2503.02130 • Published Mar 3, 2025 • 32
L^2M: Mutual Information Scaling Law for Long-Context Language Modeling

Paper • 2503.04725 • Published Mar 6, 2025 • 21
Transformers without Normalization

Paper • 2503.10622 • Published Mar 13, 2025 • 170
I-Con: A Unifying Framework for Representation Learning

Paper • 2504.16929 • Published Apr 23, 2025 • 30

new architecture

Blending Is All You Need: Cheaper, Better Alternative to Trillion-Parameters LLM

Paper • 2401.02994 • Published Jan 4, 2024 • 52
MambaByte: Token-free Selective State Space Model

Paper • 2401.13660 • Published Jan 24, 2024 • 60
Repeat After Me: Transformers are Better than State Space Models at Copying

Paper • 2402.01032 • Published Feb 1, 2024 • 24
BlackMamba: Mixture of Experts for State-Space Models

Paper • 2402.01771 • Published Feb 1, 2024 • 25

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