Automated Black-box Prompt Engineering for Personalized Text-to-Image Generation

no code implementations • 28 Mar 2024 • Yutong He, Alexander Robey, Naoki Murata, Yiding Jiang, Joshua Williams, George J. Pappas, Hamed Hassani, Yuki Mitsufuji, Ruslan Salakhutdinov, J. Zico Kolter

Prompt engineering is effective for controlling the output of text-to-image (T2I) generative models, but it is also laborious due to the need for manually crafted prompts.

In-Context Learning Language Modelling +3

Dynamic Modeling and Equilibria in Fair Decision Making

no code implementations • 15 Nov 2019 • Joshua Williams, J. Zico Kolter

Recent studies on fairness in automated decision making systems have both investigated the potential future impact of these decisions on the population at large, and emphasized that imposing ''typical'' fairness constraints such as demographic parity or equality of opportunity does not guarantee a benefit to disadvantaged groups.

Decision Making Fairness