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Collaborative book Machine Learning Systems

TeX 985 125 Updated Sep 25, 2024

Official repository for "Hardware Resilience Properties of Text-Guided Image Classifiers" [NeurIPS 2023]

Python 9 Updated Nov 28, 2023

Official repository for "Video-FocalNets: Spatio-Temporal Focal Modulation for Video Action Recognition" [ICCV 2023]

Python 84 16 Updated Apr 30, 2024

Application Level Fault Injection for Pytorch

Python 9 7 Updated Jul 25, 2024

Synthetic question-answering dataset to formally analyze the chain-of-thought output of large language models on a reasoning task.

Python 113 12 Updated Sep 9, 2024

🎓 Advice and resources for thriving and surviving graduate school

Makefile 308 27 Updated Aug 20, 2024
C++ 390 25 Updated Sep 26, 2024

Beyond imagenet attack (accepted by ICLR 2022) towards crafting adversarial examples for black-box domains.

Python 1 Updated Sep 22, 2022

GoldenEye is a functional simulator with fault injection capabilities for common and emerging numerical formats, implemented for the PyTorch deep learning framework.

Python 22 9 Updated May 18, 2024

Source code for my senior thesis (ES100) project aiming to build an analysis framework for the resilience of DNN accelerator dataflow architectures.

Python 6 Updated May 10, 2023

Pretrained TorchVision models on CIFAR10 dataset (with weights)

Python 636 155 Updated Jun 24, 2023

A runtime fault injection tool for PyTorch 🔥

Python 99 23 Updated Jul 25, 2024

Implementation of robust quantization, weight clipping and random bit error training to improve robustness against bit errors in quantized weights.

Python 7 Updated Oct 14, 2021

A privacy-first, open-source platform for knowledge management and collaboration. Download link: https://github.com/logseq/logseq/releases. roadmap: https://trello.com/b/8txSM12G/roadmap

Clojure 32,277 1,879 Updated Sep 27, 2024

Official code for DefakeHop: A Light-Weight High-Performance Deepfake Detector

Python 71 24 Updated Jan 30, 2023

Official repository for the paper "On the use of Benford's law to detect GAN-generated images", ICPR2020

Python 12 Updated Apr 7, 2021

Architecture-level Fault Injection Tool for GPU Application Resilience Evaluation

Python 55 22 Updated Oct 17, 2023

ILLIXR: Illinois Extended Reality Testbed

C++ 127 44 Updated Sep 27, 2024

Programmable Neural Network Compression

Python 146 26 Updated May 26, 2022

Pruning Neural Networks with Taylor criterion in Pytorch

Python 310 67 Updated Nov 3, 2019

Tensors and Dynamic neural networks in Python with strong GPU acceleration

Python 82,495 22,204 Updated Sep 27, 2024

A PyTorch implementation of "Incremental Network Quantization: Towards Lossless CNNs with Low-Precision Weights"

Python 164 27 Updated Mar 8, 2020
Shell 1 Updated May 10, 2019

Classification with PyTorch.

Python 2 Updated Oct 11, 2018

Classification with PyTorch.

Python 1,678 562 Updated Jun 18, 2024