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27 search results found

Addernet ⭐ 857

Code for paper " AdderNet: Do We Really Need Multiplications in Deep Learning?"

Efficientformer ⭐ 790

EfficientFormerV2 [ICCV 2023] & EfficientFormer [NeurIPs 2022]

Llmcompiler ⭐ 714

LLMCompiler: An LLM Compiler for Parallel Function Calling

Squeezellm ⭐ 486

SqueezeLLM: Dense-and-Sparse Quantization

Deepcache ⭐ 381

DeepCache: Accelerating Diffusion Models for Free

Lightgaussian ⭐ 335

"LightGaussian: Unbounded 3D Gaussian Compression with 15x Reduction and 200+ FPS", Zhiwen Fan, Kevin Wang, Kairun Wen, Zehao Zhu, Dejia Xu, Zhangyang Wang

(CVPR 2021, Oral) Dynamic Slimmable Network

[ECCV2022] Efficient Long-Range Attention Network for Image Super-resolution

Deciwatch ⭐ 67

This is an official implementation for "DeciWatch: A Simple Baseline for 10x Efficient 2D and 3D Pose Estimation" (ECCV 2022)

Speculative Decoding ⭐ 59

Explorations into some recent techniques surrounding speculative decoding

Soft Threshold Weight Reparameterization for Learnable Sparsity

Biglittledecoder ⭐ 43

Speculative Decoding with Big Little Decoder

Code for Learning to Zoom and Unzoom (CVPR 2023)

Official implementation of AdaMML. https://arxiv.org/abs/2105.05165.

Agegenderlmtcnn ⭐ 31

Jia-Hong Lee, Yi-Ming Chan, Ting-Yen Chen, and Chu-Song Chen, "Joint Estimation of Age and Gender from Unconstrained Face Images using Lightweight Multi-task CNN for Mobile Applications," IEEE International Conference on Multimedia Information Processing and Retrieval, MIPR 2018

Fast_robust_early_exit ⭐ 29

Fast and Robust Early-Exiting Framework for Autoregressive Language Models with Synchronized Parallel Decoding (EMNLP 2023 Long)

Partially Observed Treecrfs ⭐ 29

Implementation of AAAI 21 paper: Nested Named Entity Recognition with Partially Observed TreeCRFs

Triple Wins ⭐ 22

[ICLR 2020] ”Triple Wins: Boosting Accuracy, Robustness and Efficiency Together by Enabling Input-Adaptive Inference“

[FPGA'21] CoDeNet is an efficient object detection model on PyTorch, with SOTA performance on VOC and COCO based on CenterNet and Co-Designed deformable convolution.

[ECCV 2020] Official repository of "Resolution Switchable Networks for Runtime Efficient Image Recognition" , in PyTorch and TensorFlow

Neuralmerger ⭐ 13

Yi-Min Chou, Yi-Ming Chan, Jia-Hong Lee, Chih-Yi Chiu, Chu-Song Chen, "Unifying and Merging Well-trained Deep Neural Networks for Inference Stage," International Joint Conference on Artificial Intelligence, IJCAI-ECAI-2018

[ICLR24] AutoVP: An Automated Visual Prompting Framework and Benchmark

Stochastic Downsampling for Cost-Adjustable Inference and Improved Regularization in Convolutional Networks

Tinyml Benchmark Nns On Mcus ⭐ 11

Repo of paper: TinyML Benchmark: Executing Fully Connected Neural Networks on Commodity Microcontrollers

Merging Mobilenets For Multitask ⭐ 10

Cheng-En Wu, Yi-Ming Chan and Chu-Song Chen "On Merging MobileNets for Efficient Multitask Inference", International Symposium on High-Performance Computer Architecture(HPCA) on Workshop on Energy Efficient Machine Learning and Cognitive Computing for Embedded Applications(EMC2), 2019

Linkless Link Prediction ⭐ 7

[ICML 2023] Linkless Link Prediction via Relational Distillation

Pytorch Mixnet Ss ⭐ 5

Extremely light-weight MixNet with Top-1 75.7% and 2.5M params

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