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Dynamic Large Concept Models: Latent Reasoning in an Adaptive Semantic Space
Paper • 2512.24617 • Published • 66 -
Recursive Language Models
Paper • 2512.24601 • Published • 94 -
Nested Learning: The Illusion of Deep Learning Architectures
Paper • 2512.24695 • Published • 45 -
DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models
Paper • 2512.02556 • Published • 265
Brian Lin
lzhbrian
AI & ML interests
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Organizations
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Loop
TTT
NN Arch Components
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A Unified View of Attention and Residual Sinks: Outlier-Driven Rescaling is Essential for Transformer Training
Paper • 2601.22966 • Published -
STEM: Scaling Transformers with Embedding Modules
Paper • 2601.10639 • Published • 2 -
Deep Delta Learning
Paper • 2601.00417 • Published • 34 -
mHC: Manifold-Constrained Hyper-Connections
Paper • 2512.24880 • Published • 321
Linear Attention
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Higher-order Linear Attention
Paper • 2510.27258 • Published • 15 -
RWKV-7 "Goose" with Expressive Dynamic State Evolution
Paper • 2503.14456 • Published • 154 -
xLSTM 7B: A Recurrent LLM for Fast and Efficient Inference
Paper • 2503.13427 • Published • 3 -
MoM: Linear Sequence Modeling with Mixture-of-Memories
Paper • 2502.13685 • Published • 36
NN Arch
-
Dynamic Large Concept Models: Latent Reasoning in an Adaptive Semantic Space
Paper • 2512.24617 • Published • 66 -
Recursive Language Models
Paper • 2512.24601 • Published • 94 -
Nested Learning: The Illusion of Deep Learning Architectures
Paper • 2512.24695 • Published • 45 -
DeepSeek-V3.2: Pushing the Frontier of Open Large Language Models
Paper • 2512.02556 • Published • 265
NN Arch Components
-
A Unified View of Attention and Residual Sinks: Outlier-Driven Rescaling is Essential for Transformer Training
Paper • 2601.22966 • Published -
STEM: Scaling Transformers with Embedding Modules
Paper • 2601.10639 • Published • 2 -
Deep Delta Learning
Paper • 2601.00417 • Published • 34 -
mHC: Manifold-Constrained Hyper-Connections
Paper • 2512.24880 • Published • 321
Loop
Linear Attention
-
Higher-order Linear Attention
Paper • 2510.27258 • Published • 15 -
RWKV-7 "Goose" with Expressive Dynamic State Evolution
Paper • 2503.14456 • Published • 154 -
xLSTM 7B: A Recurrent LLM for Fast and Efficient Inference
Paper • 2503.13427 • Published • 3 -
MoM: Linear Sequence Modeling with Mixture-of-Memories
Paper • 2502.13685 • Published • 36
TTT