Art and the science of generative AI

Z Epstein, A Hertzmann… - Science, 2023 - science.org
The capabilities of a new class of tools, colloquially known as generative artificial
intelligence (AI), is a topic of much debate. One prominent application thus far is the …

Iti-gen: Inclusive text-to-image generation

C Zhang, X Chen, S Chai, CH Wu… - Proceedings of the …, 2023 - openaccess.thecvf.com
Text-to-image generative models often reflect the biases of the training data, leading to
unequal representations of underrepresented groups. This study investigates inclusive text …

Gandiffface: Controllable generation of synthetic datasets for face recognition with realistic variations

P Melzi, C Rathgeb, R Tolosana… - Proceedings of the …, 2023 - openaccess.thecvf.com
Face recognition systems have significantly advanced in recent years, driven by the
availability of large-scale datasets. However, several issues have recently came up …

Mass-producing failures of multimodal systems with language models

S Tong, E Jones, J Steinhardt - Advances in Neural …, 2023 - proceedings.neurips.cc
Deployed multimodal models can fail in ways that evaluators did not anticipate. In order to
find these failures before deployment, we introduce MultiMon, a system that automatically …

Balancing act: distribution-guided debiasing in diffusion models

R Parihar, A Bhat, A Basu, S Mallick… - Proceedings of the …, 2024 - openaccess.thecvf.com
Abstract Diffusion Models (DMs) have emerged as powerful generative models with
unprecedented image generation capability. These models are widely used for data …

Analyzing bias in diffusion-based face generation models

MV Perera, VM Patel - 2023 IEEE International Joint …, 2023 - ieeexplore.ieee.org
Diffusion models are becoming increasingly popular in synthetic data generation and image
editing applications. However, these models can amplify existing biases and propagate …

International Scientific Report on the Safety of Advanced AI (Interim Report)

Y Bengio, S Mindermann, D Privitera… - arxiv preprint arxiv …, 2024 - arxiv.org
This is the interim publication of the first International Scientific Report on the Safety of
Advanced AI. The report synthesises the scientific understanding of general-purpose AI--AI …

How to boost face recognition with stylegan?

A Sevastopolskiy, Y Malkov… - Proceedings of the …, 2023 - openaccess.thecvf.com
State-of-the-art face recognition systems require huge amounts of labeled training data.
Given the priority of privacy in face recognition applications, the data is limited to celebrity …

On measuring fairness in generative models

C Teo, M Abdollahzadeh… - Advances in Neural …, 2023 - proceedings.neurips.cc
Recently, there has been increased interest in fair generative models. In this work, we
conduct, for the first time, an in-depth study on fairness measurement, acritical component in …

The internet doesn't exist in the sky: Literacy, AI, and the digital middle passage

MS Shaw, SR Toliver, T Tanksley - Reading Research …, 2024 - Wiley Online Library
This article utilizes speculative and visual storytelling alongside interdisciplinary research on
artificial intelligence (AI) and algorithmic oppression to engage in a thought experiment on …