ReDS Lab 's repositories
ASSET
This repository is the official implementation of the paper "ASSET: Robust Backdoor Data Detection Across a Multiplicity of Deep Learning Paradigms." ASSET achieves state-of-the-art reliability in detecting poisoned samples in end-to-end supervised learning/ self-supervised learning/ transfer learning.
Universal_Pert_Cert
This repo is the official implementation of the ICLR'23 paper "Towards Robustness Certification Against Universal Perturbations." We calculate the certified robustness against universal perturbations (UAP/ Backdoor) given a trained model.
2d-shapley
This is an official repository for "2D-Shapley: A Framework for Fragmented Data Valuation" (ICML2023).
Knowledge-Enriched-DMI
The official implementation of the ICCV 2021 paper, "Knowledge-Enriched Distributional Model Inversion Attacks."
frequency-backdoor
The official implementation of the ICCV 2021 paper, "Rethinking the backdoor attacks' triggers: A frequency perspective."
dataselection
Projektor Website
Nash-Meta-Learning
Official implementation of "Fairness-Aware Meta-Learning via Nash Bargaining." We explore hypergradient conflicts in one-stage meta-learning and their impact on fairness. Our two-stage approach uses Nash bargaining to mitigate conflicts, enhancing fairness and model performance simultaneously.