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Collections including paper arxiv:2309.17453

KV CACHE Compression

SnapKV: LLM Knows What You are Looking for Before Generation

Paper • 2404.14469 • Published Apr 22, 2024 • 27
Finch: Prompt-guided Key-Value Cache Compression

Paper • 2408.00167 • Published Jul 31, 2024 • 18
Beyond RAG: Task-Aware KV Cache Compression for Comprehensive Knowledge Reasoning

Paper • 2503.04973 • Published Mar 6 • 26
A Simple and Effective L_2 Norm-Based Strategy for KV Cache Compression

Paper • 2406.11430 • Published Jun 17, 2024 • 25

生成式AI導論 2024

https://www.youtube.com/@HungyiLeeNTU

Re3: Generating Longer Stories With Recursive Reprompting and Revision

Paper • 2210.06774 • Published Oct 13, 2022 • 2
Constitutional AI: Harmlessness from AI Feedback

Paper • 2212.08073 • Published Dec 15, 2022 • 3
AnyTool: Self-Reflective, Hierarchical Agents for Large-Scale API Calls

Paper • 2402.04253 • Published Feb 6, 2024
Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate

Paper • 2305.19118 • Published May 30, 2023

Detecting Pretraining Data from Large Language Models

Paper • 2310.16789 • Published Oct 25, 2023 • 11
Let's Synthesize Step by Step: Iterative Dataset Synthesis with Large Language Models by Extrapolating Errors from Small Models

Paper • 2310.13671 • Published Oct 20, 2023 • 19
AutoMix: Automatically Mixing Language Models

Paper • 2310.12963 • Published Oct 19, 2023 • 14
An Emulator for Fine-Tuning Large Language Models using Small Language Models

Paper • 2310.12962 • Published Oct 19, 2023 • 13

LoftQ: LoRA-Fine-Tuning-Aware Quantization for Large Language Models

Paper • 2310.08659 • Published Oct 12, 2023 • 28
QA-LoRA: Quantization-Aware Low-Rank Adaptation of Large Language Models

Paper • 2309.14717 • Published Sep 26, 2023 • 45
ModuLoRA: Finetuning 3-Bit LLMs on Consumer GPUs by Integrating with Modular Quantizers

Paper • 2309.16119 • Published Sep 28, 2023 • 1
LoRA ensembles for large language model fine-tuning

Paper • 2310.00035 • Published Sep 29, 2023 • 2

OS Week Highlights - Oct 2 - 8

Paused

Featured

173

Mistral-7B-OpenOrca

🌊

173
Open-Orca/Mistral-7B-OpenOrca

Text Generation • Updated Nov 18, 2023 • 4.67k • 687
teknium/CollectiveCognition-v1.1-Mistral-7B

Text Generation • Updated Oct 7, 2023 • 25 • 77
stabilityai/stablelm-3b-4e1t

Text Generation • 3B • Updated Mar 7, 2024 • 16.6k • 312

Direct Judgement Preference Optimization

Paper • 2409.14664 • Published Sep 23, 2024
Adaptive Caching for Faster Video Generation with Diffusion Transformers

Paper • 2411.02397 • Published Nov 4, 2024 • 23
RoRA-VLM: Robust Retrieval-Augmented Vision Language Models

Paper • 2410.08876 • Published Oct 11, 2024
Efficient Streaming Language Models with Attention Sinks

Paper • 2309.17453 • Published Sep 29, 2023 • 14

LLM in a flash: Efficient Large Language Model Inference with Limited Memory

Paper • 2312.11514 • Published Dec 12, 2023 • 260
Efficient Streaming Language Models with Attention Sinks

Paper • 2309.17453 • Published Sep 29, 2023 • 14

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 • 19

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 • 77
Giraffe: Adventures in Expanding Context Lengths in LLMs

Paper • 2308.10882 • Published Aug 21, 2023 • 1

attention and long context

Efficient Streaming Language Models with Attention Sinks

Paper • 2309.17453 • Published Sep 29, 2023 • 14
Effective Long-Context Scaling of Foundation Models

Paper • 2309.16039 • Published Sep 27, 2023 • 30
allenai/longformer-base-4096

Updated Apr 5, 2023 • 1.45M • 217
google/bigbird-roberta-base

Updated Jun 2, 2021 • 40.2k • 57

KV CACHE Compression

SnapKV: LLM Knows What You are Looking for Before Generation

Paper • 2404.14469 • Published Apr 22, 2024 • 27
Finch: Prompt-guided Key-Value Cache Compression

Paper • 2408.00167 • Published Jul 31, 2024 • 18
Beyond RAG: Task-Aware KV Cache Compression for Comprehensive Knowledge Reasoning

Paper • 2503.04973 • Published Mar 6 • 26
A Simple and Effective L_2 Norm-Based Strategy for KV Cache Compression

Paper • 2406.11430 • Published Jun 17, 2024 • 25

Direct Judgement Preference Optimization

Paper • 2409.14664 • Published Sep 23, 2024
Adaptive Caching for Faster Video Generation with Diffusion Transformers

Paper • 2411.02397 • Published Nov 4, 2024 • 23
RoRA-VLM: Robust Retrieval-Augmented Vision Language Models

Paper • 2410.08876 • Published Oct 11, 2024
Efficient Streaming Language Models with Attention Sinks

Paper • 2309.17453 • Published Sep 29, 2023 • 14

生成式AI導論 2024

https://www.youtube.com/@HungyiLeeNTU

Re3: Generating Longer Stories With Recursive Reprompting and Revision

Paper • 2210.06774 • Published Oct 13, 2022 • 2
Constitutional AI: Harmlessness from AI Feedback

Paper • 2212.08073 • Published Dec 15, 2022 • 3
AnyTool: Self-Reflective, Hierarchical Agents for Large-Scale API Calls

Paper • 2402.04253 • Published Feb 6, 2024
Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate

Paper • 2305.19118 • Published May 30, 2023

LLM in a flash: Efficient Large Language Model Inference with Limited Memory

Paper • 2312.11514 • Published Dec 12, 2023 • 260
Efficient Streaming Language Models with Attention Sinks

Paper • 2309.17453 • Published Sep 29, 2023 • 14

Detecting Pretraining Data from Large Language Models

Paper • 2310.16789 • Published Oct 25, 2023 • 11
Let's Synthesize Step by Step: Iterative Dataset Synthesis with Large Language Models by Extrapolating Errors from Small Models

Paper • 2310.13671 • Published Oct 20, 2023 • 19
AutoMix: Automatically Mixing Language Models

Paper • 2310.12963 • Published Oct 19, 2023 • 14
An Emulator for Fine-Tuning Large Language Models using Small Language Models

Paper • 2310.12962 • Published Oct 19, 2023 • 13

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 • 19

LoftQ: LoRA-Fine-Tuning-Aware Quantization for Large Language Models

Paper • 2310.08659 • Published Oct 12, 2023 • 28
QA-LoRA: Quantization-Aware Low-Rank Adaptation of Large Language Models

Paper • 2309.14717 • Published Sep 26, 2023 • 45
ModuLoRA: Finetuning 3-Bit LLMs on Consumer GPUs by Integrating with Modular Quantizers

Paper • 2309.16119 • Published Sep 28, 2023 • 1
LoRA ensembles for large language model fine-tuning

Paper • 2310.00035 • Published Sep 29, 2023 • 2

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 • 77
Giraffe: Adventures in Expanding Context Lengths in LLMs

Paper • 2308.10882 • Published Aug 21, 2023 • 1

OS Week Highlights - Oct 2 - 8

Paused

Featured

173

Mistral-7B-OpenOrca

🌊

173
Open-Orca/Mistral-7B-OpenOrca

Text Generation • Updated Nov 18, 2023 • 4.67k • 687
teknium/CollectiveCognition-v1.1-Mistral-7B

Text Generation • Updated Oct 7, 2023 • 25 • 77
stabilityai/stablelm-3b-4e1t

Text Generation • 3B • Updated Mar 7, 2024 • 16.6k • 312

attention and long context

Efficient Streaming Language Models with Attention Sinks

Paper • 2309.17453 • Published Sep 29, 2023 • 14
Effective Long-Context Scaling of Foundation Models

Paper • 2309.16039 • Published Sep 27, 2023 • 30
allenai/longformer-base-4096

Updated Apr 5, 2023 • 1.45M • 217
google/bigbird-roberta-base

Updated Jun 2, 2021 • 40.2k • 57

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