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Papers
Gated Slot Attention for Efficient Linear-Time Sequence Modeling
NeurIPS 2024
In-Context Learning of a Linear Transformer Block: Benefits of the MLP Component and One-Step GD Initialization
NeurIPS 2024
Learning a Fourier Transform for Linear Relative Positional Encodings in Transformers
AISTATS 2024
Linear attention is (maybe) all you need (to understand Transformer optimization)
ICLR 2024
Linear Log-Normal Attention with Unbiased Concentration
ICLR 2024
LongVQ: Long Sequence Modeling with Vector Quantization on Structured Memory
IJCAI 2024
Megalodon: Efficient LLM Pretraining and Inference with Unlimited Context Length
NeurIPS 2024
MetaLA: Unified Optimal Linear Approximation to Softmax Attention Map
NeurIPS 2024
Mobile Attention: Mobile-Friendly Linear-Attention for Vision Transformers
ICML 2024
Modeling the Real World with High-Density Visual Particle Dynamics
CoRL 2024
Perceiving Longer Sequences With Bi-Directional Cross-Attention Transformers
NeurIPS 2024
QT-ViT: Improving Linear Attention in ViT with Quadratic Taylor Expansion
NeurIPS 2024
Scaling Laws for Linear Complexity Language Models
EMNLP 2024
SEA: Sparse Linear Attention with Estimated Attention Mask
ICLR 2024
Short-Long Convolutions Help Hardware-Efficient Linear Attention to Focus on Long Sequences
ICML 2024
Simple linear attention language models balance the recall-throughput tradeoff
ICML 2024
SLAB: Efficient Transformers with Simplified Linear Attention and Progressive Re-parameterized Batch Normalization
ICML 2024
Small-E: Small Language Model with Linear Attention for Efficient Speech Synthesis
Interspeech 2024
The Hedgehog & the Porcupine: Expressive Linear Attentions with Softmax Mimicry
ICLR 2024
Understanding the Differences in Foundation Models: Attention, State Space Models, and Recurrent Neural Networks
NeurIPS 2024
Various Lengths, Constant Speed: Efficient Language Modeling with Lightning Attention
ICML 2024
When Linear Attention Meets Autoregressive Decoding: Towards More Effective and Efficient Linearized Large Language Models
ICML 2024
FLatten Transformer: Vision Transformer using Focused Linear Attention
ICCV 2023
RWKV: Reinventing RNNs for the Transformer Era
EMNLP 2023
Span-Selective Linear Attention Transformers for Effective and Robust Schema-Guided Dialogue State Tracking
ACL 2023