Understanding social biases through the text-to-image generation lens
Gender, race, and age disparities in AI-generated images persist. This AIES 2023 study on text-to-image models shows that even basic prompts can lead to underrepresentation, calling for responsible bias mitigation strategies.
DPSDA
DSPDA: Differentially Private Synthetic Data via Foundation Model APIs—This repo is a Python library to generate differentially private (DP) synthetic data without the need of any ML model training. It is based on the following papers…
DEEGO: PPGNN
We study various aspects of our proposed model including, dependency on the number of eigencomponents utilized, latent polynomial filters learned, and performance of the individual polynomials on the node classification task. We further show that…
Exekias
Deployment of run history services in a private Azure subscription. Help research projects store experimentation data in a discoverable way.
ReinMax
Bridging Discrete and Backpropagation: Straight-Through and Beyond—Guided by our findings, we propose a novel method called ReinMax, which integrates Heun’s Method, a second-order numerical method for solving ODEs, to approximate the gradient. Our method, ReinMax,…