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Collections including paper arxiv:2510.07318

【sLLM】Text2Text

LFM2 Technical Report

Paper • 2511.23404 • Published Nov 28, 2025 • 56
Artificial Hippocampus Networks for Efficient Long-Context Modeling

Paper • 2510.07318 • Published Oct 8, 2025 • 32
Scaling Latent Reasoning via Looped Language Models

Paper • 2510.25741 • Published Oct 29, 2025 • 229
Relaxed Recursive Transformers: Effective Parameter Sharing with Layer-wise LoRA

Paper • 2410.20672 • Published Oct 28, 2024 • 7

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

LinFusion: 1 GPU, 1 Minute, 16K Image

Paper • 2409.02097 • Published Sep 3, 2024 • 34
Phidias: A Generative Model for Creating 3D Content from Text, Image, and 3D Conditions with Reference-Augmented Diffusion

Paper • 2409.11406 • Published Sep 17, 2024 • 27
Diffusion Models Are Real-Time Game Engines

Paper • 2408.14837 • Published Aug 27, 2024 • 126
Segment Anything with Multiple Modalities

Paper • 2408.09085 • Published Aug 17, 2024 • 22

Dynadiff: Single-stage Decoding of Images from Continuously Evolving fMRI

Paper • 2505.14556 • Published May 20, 2025 • 1
Incorporating brain-inspired mechanisms for multimodal learning in artificial intelligence

Paper • 2505.10176 • Published May 15, 2025 • 3
Meta-Learning an In-Context Transformer Model of Human Higher Visual Cortex

Paper • 2505.15813 • Published May 21, 2025 • 5
Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact

Paper • 2507.00951 • Published Jul 1, 2025 • 24

Architectural Proposals

Byte Latent Transformer: Patches Scale Better Than Tokens

Paper • 2412.09871 • Published Dec 13, 2024 • 108
Causal Diffusion Transformers for Generative Modeling

Paper • 2412.12095 • Published Dec 16, 2024 • 23
Tensor Product Attention Is All You Need

Paper • 2501.06425 • Published Jan 11, 2025 • 90
TransMLA: Multi-head Latent Attention Is All You Need

Paper • 2502.07864 • Published Feb 11, 2025 • 69

Self-Rewarding Language Models

Paper • 2401.10020 • Published Jan 18, 2024 • 153
Orion-14B: Open-source Multilingual Large Language Models

Paper • 2401.12246 • Published Jan 20, 2024 • 14
MambaByte: Token-free Selective State Space Model

Paper • 2401.13660 • Published Jan 24, 2024 • 59
MM-LLMs: Recent Advances in MultiModal Large Language Models

Paper • 2401.13601 • Published Jan 24, 2024 • 47

【sLLM】Text2Text

LFM2 Technical Report

Paper • 2511.23404 • Published Nov 28, 2025 • 56
Artificial Hippocampus Networks for Efficient Long-Context Modeling

Paper • 2510.07318 • Published Oct 8, 2025 • 32
Scaling Latent Reasoning via Looped Language Models

Paper • 2510.25741 • Published Oct 29, 2025 • 229
Relaxed Recursive Transformers: Effective Parameter Sharing with Layer-wise LoRA

Paper • 2410.20672 • Published Oct 28, 2024 • 7

Dynadiff: Single-stage Decoding of Images from Continuously Evolving fMRI

Paper • 2505.14556 • Published May 20, 2025 • 1
Incorporating brain-inspired mechanisms for multimodal learning in artificial intelligence

Paper • 2505.10176 • Published May 15, 2025 • 3
Meta-Learning an In-Context Transformer Model of Human Higher Visual Cortex

Paper • 2505.15813 • Published May 21, 2025 • 5
Thinking Beyond Tokens: From Brain-Inspired Intelligence to Cognitive Foundations for Artificial General Intelligence and its Societal Impact

Paper • 2507.00951 • Published Jul 1, 2025 • 24

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

Architectural Proposals

Byte Latent Transformer: Patches Scale Better Than Tokens

Paper • 2412.09871 • Published Dec 13, 2024 • 108
Causal Diffusion Transformers for Generative Modeling

Paper • 2412.12095 • Published Dec 16, 2024 • 23
Tensor Product Attention Is All You Need

Paper • 2501.06425 • Published Jan 11, 2025 • 90
TransMLA: Multi-head Latent Attention Is All You Need

Paper • 2502.07864 • Published Feb 11, 2025 • 69

LinFusion: 1 GPU, 1 Minute, 16K Image

Paper • 2409.02097 • Published Sep 3, 2024 • 34
Phidias: A Generative Model for Creating 3D Content from Text, Image, and 3D Conditions with Reference-Augmented Diffusion

Paper • 2409.11406 • Published Sep 17, 2024 • 27
Diffusion Models Are Real-Time Game Engines

Paper • 2408.14837 • Published Aug 27, 2024 • 126
Segment Anything with Multiple Modalities

Paper • 2408.09085 • Published Aug 17, 2024 • 22

Self-Rewarding Language Models

Paper • 2401.10020 • Published Jan 18, 2024 • 153
Orion-14B: Open-source Multilingual Large Language Models

Paper • 2401.12246 • Published Jan 20, 2024 • 14
MambaByte: Token-free Selective State Space Model

Paper • 2401.13660 • Published Jan 24, 2024 • 59
MM-LLMs: Recent Advances in MultiModal Large Language Models

Paper • 2401.13601 • Published Jan 24, 2024 • 47

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