lliai

Awesome-Vision-Knowledge-Distillation

Awesome Knowledge-Distillation for CV

Awesome-Efficient-Diffusion-Models

Paper survey of efficient computation for large scale models.

Awesome-LoRA-Low-Rank-Adaptation

Awesome-Low-Rank-Adaptation

Auto-Prox-AAAI24

Auto-Prox-AAAI24

DetKDS

[ICML2024] DetKDS: Knowledge Distillation Search for Object Detectors

AttnZero

[ECCV2024] AttnZero: Efficient Attention Discovery for Vision Transformers

Auto-DAS

[ECCV2024] Auto-DAS: Automated Proxy Discovery for Training-free Distillation-aware Architecture Search

Auto-GAS

[ECCV2024] Auto-GAS: Automated Proxy Discovery for Training-free Generative Architecture Search

DCP-GAN

[CVPR 2024] Diversity-aware Channel Pruning for StyleGAN Compression

AdaGP

Official Repo for Adaptive Global Pruning of LLMs

APQ-DM

This is the official pytorch implementation for the paper: Towards Accurate Post-training Quantization for Diffusion Models.(CVPR24)

Awesome-Efficient-LLM

A curated list for Efficient Large Language Models

Awesome-LLM-Synthetic-Data

A reading list on LLM based Synthetic Data Generation 🔥

DiscoPOP

Code for Discovering Preference Optimization Algorithms with and for Large Language Models

FouriScale

Official implementation of FouriScale

FRDiff

FRDiff : Feature Reuse for Universal Training-free Acceleration of Diffusion Models

KAN-EA

LGD

Lightweight Model Pre-training via Language Guided Knowledge Distillation

LLaMA3-Quantization

loretta

[NAACL 24] LoRETTA: Low-Rank Economic Tensor-Train Adaptation for Ultra-Low-Parameter Fine-Tuning of Large Language Models

MATES

Official repository for MATES: Model-Aware Data Selection for Efficient Pretraining with Data Influence Models

moe-quantization

Official code for the paper "Examining Post-Training Quantization for Mixture-of-Experts: A Benchmark"

OLMoE

OLMoE: Open Mixture-of-Experts Language Models

PlainMamba

PlainMamba: Improving Non-hierarchical Mamba in Visual Recognition

SANE

Code Repository for the ICML 2024 paper: "Towards Scalable and Versatile Weight Space Learning".

shortened-llm

Compressed LLMs for Efficient Text Generation [ICLR'24 Workshop]

SimDA

[CVPR 2024] SimDA: Simple Diffusion Adapter for Efficient Video Generation

T-GATE

Accelerating Text-to-Image Diffusion Model for Free

TFMQ-DM

[CVPR 2024] TFMQ-DM: Temporal Feature Maintenance Quantization for Diffusion Models

zigma

The official implementation of "ZigMa: A DiT-Style Mamba-based Diffusion Model