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Haochen Sun's Projects

cryptodl icon cryptodl

Privacy-preserving Deep Learning based on homomorphic encryption (HE)

dnn-watermark icon dnn-watermark

Implementation of "Embedding Watermarks into Deep Neural Networks," in Proc. of ICMR'17.

gptq icon gptq

Code for the ICLR 2023 paper "GPTQ: Accurate Post-training Quantization of Generative Pretrained Transformers".

learn2branch icon learn2branch

Exact Combinatorial Optimization with Graph Convolutional Neural Networks (NeurIPS 2019)

quip icon quip

Code for paper: "QuIP: 2-Bit Quantization of Large Language Models With Guarantees"

smoothing icon smoothing

Provable adversarial robustness at ImageNet scale

tdc-starter-kit icon tdc-starter-kit

Starter kit and data loading code for the Trojan Detection Challenge NeurIPS 2022 competition

tenseal icon tenseal

A library for doing homomorphic encryption operations on tensors

zkcnn icon zkcnn

A GKR-based zero-knowledge proof protocol for CNN model inference.

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