Stable bias: Evaluating societal representations in diffusion models
As machine learning-enabled Text-to-Image (TTI) systems are becoming increasingly
prevalent and seeing growing adoption as commercial services, characterizing the social …
prevalent and seeing growing adoption as commercial services, characterizing the social …
Evaluating the social impact of generative ai systems in systems and society
Generative AI systems across modalities, ranging from text, image, audio, and video, have
broad social impacts, but there exists no official standard for means of evaluating those …
broad social impacts, but there exists no official standard for means of evaluating those …
Stable bias: Analyzing societal representations in diffusion models
As machine learning-enabled Text-to-Image (TTI) systems are becoming increasingly
prevalent and seeing growing adoption as commercial services, characterizing the social …
prevalent and seeing growing adoption as commercial services, characterizing the social …
A systematic survey of prompt engineering on vision-language foundation models
Prompt engineering is a technique that involves augmenting a large pre-trained model with
task-specific hints, known as prompts, to adapt the model to new tasks. Prompts can be …
task-specific hints, known as prompts, to adapt the model to new tasks. Prompts can be …
The bias amplification paradox in text-to-image generation
Bias amplification is a phenomenon in which models increase imbalances present in the
training data. In this paper, we study bias amplification in the text-to-image domain using …
training data. In this paper, we study bias amplification in the text-to-image domain using …
International Scientific Report on the Safety of Advanced AI (Interim Report)
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 …
Advanced AI. The report synthesises the scientific understanding of general-purpose AI--AI …
Inspecting the geographical representativeness of images from text-to-image models
Recent progress in generative models has resulted in models that produce both realistic as
well as relevant images for most textual inputs. These models are being used to generate …
well as relevant images for most textual inputs. These models are being used to generate …
Start generating: Harnessing generative artificial intelligence for sociological research
T Davidson - Socius, 2024 - journals.sagepub.com
How can generative artificial intelligence (GAI) be used for sociological research? The
author explores applications to the study of text and images across multiple domains …
author explores applications to the study of text and images across multiple domains …
Eureka: Evaluating and understanding large foundation models
Rigorous and reproducible evaluation is critical for assessing the state of the art and for
guiding scientific advances in Artificial Intelligence. Evaluation is challenging in practice due …
guiding scientific advances in Artificial Intelligence. Evaluation is challenging in practice due …
Gaps in the Safety Evaluation of Generative AI
Generative AI systems produce a range of ethical and social risks. Evaluation of these risks
is a critical step on the path to ensuring the safety of these systems. However, evaluation …
is a critical step on the path to ensuring the safety of these systems. However, evaluation …