A Taxonomy of Challenges to Curating Fair Datasets

We propose a generative agent that augments training datasets with synthetic datafor model fine-tuning. Unlike prior work, which uniformly samples synthetic data,our agent iteratively generates relevant samples on-the-fly, aligning with the targetdistribution. It prioritizes…

AI technologies have become ubiquitous, influencing domains from healthcare to finance and permeating our daily lives. Concerns about the values underlying the creation and use of datasets to develop AI technologies are growing. Current dataset practices often disregard crit…

Data workers play a key role in the big data industry. Clients hire data workers to collect and annotate data with human identity concepts, like demographic categories or clothing items. Often, such workers are treated as computational—they are expected to quickly and object…