Introduction to Machine Learning Systems

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

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

Application Level Fault Injection for Pytorch

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

🎓 Advice and resources for thriving and surviving graduate school

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

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

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

Pretrained TorchVision models on CIFAR10 dataset (with weights)

A runtime fault injection tool for PyTorch 🔥

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

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

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

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

Architecture-level Fault Injection Tool for GPU Application Resilience Evaluation

ILLIXR: Illinois Extended Reality Testbed

Programmable Neural Network Compression

Pruning Neural Networks with Taylor criterion in Pytorch

Tensors and Dynamic neural networks in Python with strong GPU acceleration

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

Classification with PyTorch.

Classification with PyTorch.