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Collections including paper arxiv:2402.04291

llm_compression

Shortened LLaMA: A Simple Depth Pruning for Large Language Models

Paper • 2402.02834 • Published Feb 5, 2024 • 14
BiLLM: Pushing the Limit of Post-Training Quantization for LLMs

Paper • 2402.04291 • Published Feb 6, 2024 • 48
PB-LLM: Partially Binarized Large Language Models

Paper • 2310.00034 • Published Sep 29, 2023 • 1
ShortGPT: Layers in Large Language Models are More Redundant Than You Expect

Paper • 2403.03853 • Published Mar 6, 2024 • 61

Inference Acceleration

BiTA: Bi-Directional Tuning for Lossless Acceleration in Large Language Models

Paper • 2401.12522 • Published Jan 23, 2024 • 11
Hydragen: High-Throughput LLM Inference with Shared Prefixes

Paper • 2402.05099 • Published Feb 7, 2024 • 19
BiLLM: Pushing the Limit of Post-Training Quantization for LLMs

Paper • 2402.04291 • Published Feb 6, 2024 • 48
Shortened LLaMA: A Simple Depth Pruning for Large Language Models

Paper • 2402.02834 • Published Feb 5, 2024 • 14

Griffin: Mixing Gated Linear Recurrences with Local Attention for Efficient Language Models

Paper • 2402.19427 • Published Feb 29, 2024 • 52
Simple linear attention language models balance the recall-throughput tradeoff

Paper • 2402.18668 • Published Feb 28, 2024 • 18
ChunkAttention: Efficient Self-Attention with Prefix-Aware KV Cache and Two-Phase Partition

Paper • 2402.15220 • Published Feb 23, 2024 • 19
Linear Transformers are Versatile In-Context Learners

Paper • 2402.14180 • Published Feb 21, 2024 • 6

Self-Rewarding Language Models

Paper • 2401.10020 • Published Jan 18, 2024 • 145
ReFT: Reasoning with Reinforced Fine-Tuning

Paper • 2401.08967 • Published Jan 17, 2024 • 29
Tuning Language Models by Proxy

Paper • 2401.08565 • Published Jan 16, 2024 • 21
TrustLLM: Trustworthiness in Large Language Models

Paper • 2401.05561 • Published Jan 10, 2024 • 66

Contrastive Preference Optimization: Pushing the Boundaries of LLM Performance in Machine Translation

Paper • 2401.08417 • Published Jan 16, 2024 • 34
PIXART-δ: Fast and Controllable Image Generation with Latent Consistency Models

Paper • 2401.05252 • Published Jan 10, 2024 • 47
BiLLM: Pushing the Limit of Post-Training Quantization for LLMs

Paper • 2402.04291 • Published Feb 6, 2024 • 48
FiT: Flexible Vision Transformer for Diffusion Model

Paper • 2402.12376 • Published Feb 19, 2024 • 48

SqueezeLLM: Dense-and-Sparse Quantization

Paper • 2306.07629 • Published Jun 13, 2023 • 4
Norm Tweaking: High-performance Low-bit Quantization of Large Language Models

Paper • 2309.02784 • Published Sep 6, 2023 • 1
Extreme Compression of Large Language Models via Additive Quantization

Paper • 2401.06118 • Published Jan 11, 2024 • 12
BiLLM: Pushing the Limit of Post-Training Quantization for LLMs

Paper • 2402.04291 • Published Feb 6, 2024 • 48

QuIP: 2-Bit Quantization of Large Language Models With Guarantees

Paper • 2307.13304 • Published Jul 25, 2023 • 2
SpQR: A Sparse-Quantized Representation for Near-Lossless LLM Weight Compression

Paper • 2306.03078 • Published Jun 5, 2023 • 3
OmniQuant: Omnidirectionally Calibrated Quantization for Large Language Models

Paper • 2308.13137 • Published Aug 25, 2023 • 17
AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration

Paper • 2306.00978 • Published Jun 1, 2023 • 9

Language Models

Exponentially Faster Language Modelling

Paper • 2311.10770 • Published Nov 15, 2023 • 117
stabilityai/stable-video-diffusion-img2vid-xt

Image-to-Video • Updated Jul 10, 2024 • 154k • 2.8k
LucidDreamer: Domain-free Generation of 3D Gaussian Splatting Scenes

Paper • 2311.13384 • Published Nov 22, 2023 • 50
HierSpeech++: Bridging the Gap between Semantic and Acoustic Representation of Speech by Hierarchical Variational Inference for Zero-shot Speech Synthesis

Paper • 2311.12454 • Published Nov 21, 2023 • 30

Exponentially Faster Language Modelling

Paper • 2311.10770 • Published Nov 15, 2023 • 117
BiLLM: Pushing the Limit of Post-Training Quantization for LLMs

Paper • 2402.04291 • Published Feb 6, 2024 • 48

DeepSpeed Ulysses: System Optimizations for Enabling Training of Extreme Long Sequence Transformer Models

Paper • 2309.14509 • Published Sep 25, 2023 • 17
LLM Augmented LLMs: Expanding Capabilities through Composition

Paper • 2401.02412 • Published Jan 4, 2024 • 36
DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models

Paper • 2401.06066 • Published Jan 11, 2024 • 44
Tuning Language Models by Proxy

Paper • 2401.08565 • Published Jan 16, 2024 • 21

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