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Collections including paper arxiv:2302.06218

StableSSM: Alleviating the Curse of Memory in State-space Models through Stable Reparameterization

Paper • 2311.14495 • Published Nov 24, 2023 • 1
Vision Mamba: Efficient Visual Representation Learning with Bidirectional State Space Model

Paper • 2401.09417 • Published Jan 17, 2024 • 63
SegMamba: Long-range Sequential Modeling Mamba For 3D Medical Image Segmentation

Paper • 2401.13560 • Published Jan 24, 2024 • 1
Graph-Mamba: Towards Long-Range Graph Sequence Modeling with Selective State Spaces

Paper • 2402.00789 • Published Feb 1, 2024 • 2

LLM architecture

The Impact of Depth and Width on Transformer Language Model Generalization

Paper • 2310.19956 • Published Oct 30, 2023 • 10
Retentive Network: A Successor to Transformer for Large Language Models

Paper • 2307.08621 • Published Jul 17, 2023 • 172
RWKV: Reinventing RNNs for the Transformer Era

Paper • 2305.13048 • Published May 22, 2023 • 19
Attention Is All You Need

Paper • 1706.03762 • Published Jun 12, 2017 • 83

QMoE: Practical Sub-1-Bit Compression of Trillion-Parameter Models

Paper • 2310.16795 • Published Oct 25, 2023 • 27
Pre-gated MoE: An Algorithm-System Co-Design for Fast and Scalable Mixture-of-Expert Inference

Paper • 2308.12066 • Published Aug 23, 2023 • 4
Towards MoE Deployment: Mitigating Inefficiencies in Mixture-of-Expert (MoE) Inference

Paper • 2303.06182 • Published Mar 10, 2023 • 1
EvoMoE: An Evolutional Mixture-of-Experts Training Framework via Dense-To-Sparse Gate

Paper • 2112.14397 • Published Dec 29, 2021 • 1

TRAMS: Training-free Memory Selection for Long-range Language Modeling

Paper • 2310.15494 • Published Oct 24, 2023 • 2
A Long Way to Go: Investigating Length Correlations in RLHF

Paper • 2310.03716 • Published Oct 5, 2023 • 10
YaRN: Efficient Context Window Extension of Large Language Models

Paper • 2309.00071 • Published Aug 31, 2023 • 74
Giraffe: Adventures in Expanding Context Lengths in LLMs

Paper • 2308.10882 • Published Aug 21, 2023 • 1

Towards an Understanding of Large Language Models in Software Engineering Tasks

Paper • 2308.11396 • Published Aug 22, 2023 • 1
Several categories of Large Language Models (LLMs): A Short Survey

Paper • 2307.10188 • Published Jul 5, 2023 • 1
Large Language Models for Generative Recommendation: A Survey and Visionary Discussions

Paper • 2309.01157 • Published Sep 3, 2023 • 1
A Survey on Large Language Models for Recommendation

Paper • 2305.19860 • Published May 31, 2023 • 1

A Unified View of Long-Sequence Models towards Modeling Million-Scale Dependencies

Paper • 2302.06218 • Published Feb 13, 2023 • 1
ZeRO++: Extremely Efficient Collective Communication for Giant Model Training

Paper • 2306.10209 • Published Jun 16, 2023 • 2
SE-MoE: A Scalable and Efficient Mixture-of-Experts Distributed Training and Inference System

Paper • 2205.10034 • Published May 20, 2022 • 1
A Hybrid Tensor-Expert-Data Parallelism Approach to Optimize Mixture-of-Experts Training

Paper • 2303.06318 • Published Mar 11, 2023 • 1

Efficient Memory Management for Large Language Model Serving with PagedAttention

Paper • 2309.06180 • Published Sep 12, 2023 • 25
LM-Infinite: Simple On-the-Fly Length Generalization for Large Language Models

Paper • 2308.16137 • Published Aug 30, 2023 • 40
Scaling Transformer to 1M tokens and beyond with RMT

Paper • 2304.11062 • Published Apr 19, 2023 • 3
DeepSpeed Ulysses: System Optimizations for Enabling Training of Extreme Long Sequence Transformer Models

Paper • 2309.14509 • Published Sep 25, 2023 • 20

StableSSM: Alleviating the Curse of Memory in State-space Models through Stable Reparameterization

Paper • 2311.14495 • Published Nov 24, 2023 • 1
Vision Mamba: Efficient Visual Representation Learning with Bidirectional State Space Model

Paper • 2401.09417 • Published Jan 17, 2024 • 63
SegMamba: Long-range Sequential Modeling Mamba For 3D Medical Image Segmentation

Paper • 2401.13560 • Published Jan 24, 2024 • 1
Graph-Mamba: Towards Long-Range Graph Sequence Modeling with Selective State Spaces

Paper • 2402.00789 • Published Feb 1, 2024 • 2

Towards an Understanding of Large Language Models in Software Engineering Tasks

Paper • 2308.11396 • Published Aug 22, 2023 • 1
Several categories of Large Language Models (LLMs): A Short Survey

Paper • 2307.10188 • Published Jul 5, 2023 • 1
Large Language Models for Generative Recommendation: A Survey and Visionary Discussions

Paper • 2309.01157 • Published Sep 3, 2023 • 1
A Survey on Large Language Models for Recommendation

Paper • 2305.19860 • Published May 31, 2023 • 1

LLM architecture

The Impact of Depth and Width on Transformer Language Model Generalization

Paper • 2310.19956 • Published Oct 30, 2023 • 10
Retentive Network: A Successor to Transformer for Large Language Models

Paper • 2307.08621 • Published Jul 17, 2023 • 172
RWKV: Reinventing RNNs for the Transformer Era

Paper • 2305.13048 • Published May 22, 2023 • 19
Attention Is All You Need

Paper • 1706.03762 • Published Jun 12, 2017 • 83

A Unified View of Long-Sequence Models towards Modeling Million-Scale Dependencies

Paper • 2302.06218 • Published Feb 13, 2023 • 1
ZeRO++: Extremely Efficient Collective Communication for Giant Model Training

Paper • 2306.10209 • Published Jun 16, 2023 • 2
SE-MoE: A Scalable and Efficient Mixture-of-Experts Distributed Training and Inference System

Paper • 2205.10034 • Published May 20, 2022 • 1
A Hybrid Tensor-Expert-Data Parallelism Approach to Optimize Mixture-of-Experts Training

Paper • 2303.06318 • Published Mar 11, 2023 • 1

QMoE: Practical Sub-1-Bit Compression of Trillion-Parameter Models

Paper • 2310.16795 • Published Oct 25, 2023 • 27
Pre-gated MoE: An Algorithm-System Co-Design for Fast and Scalable Mixture-of-Expert Inference

Paper • 2308.12066 • Published Aug 23, 2023 • 4
Towards MoE Deployment: Mitigating Inefficiencies in Mixture-of-Expert (MoE) Inference

Paper • 2303.06182 • Published Mar 10, 2023 • 1
EvoMoE: An Evolutional Mixture-of-Experts Training Framework via Dense-To-Sparse Gate

Paper • 2112.14397 • Published Dec 29, 2021 • 1

Efficient Memory Management for Large Language Model Serving with PagedAttention

Paper • 2309.06180 • Published Sep 12, 2023 • 25
LM-Infinite: Simple On-the-Fly Length Generalization for Large Language Models

Paper • 2308.16137 • Published Aug 30, 2023 • 40
Scaling Transformer to 1M tokens and beyond with RMT

Paper • 2304.11062 • Published Apr 19, 2023 • 3
DeepSpeed Ulysses: System Optimizations for Enabling Training of Extreme Long Sequence Transformer Models

Paper • 2309.14509 • Published Sep 25, 2023 • 20

TRAMS: Training-free Memory Selection for Long-range Language Modeling

Paper • 2310.15494 • Published Oct 24, 2023 • 2
A Long Way to Go: Investigating Length Correlations in RLHF

Paper • 2310.03716 • Published Oct 5, 2023 • 10
YaRN: Efficient Context Window Extension of Large Language Models

Paper • 2309.00071 • Published Aug 31, 2023 • 74
Giraffe: Adventures in Expanding Context Lengths in LLMs

Paper • 2308.10882 • Published Aug 21, 2023 • 1

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