Implicit Diffusion: Efficient Optimization through Stochastic Sampling

P Marion, A Korba, P Bartlett, M Blondel… - arXiv preprint arXiv …, 2024 - arxiv.org
We present a new algorithm to optimize distributions defined implicitly by parameterized
stochastic diffusions. Doing so allows us to modify the outcome distribution of sampling …

Beyond Thumbs Up/Down: Untangling Challenges of Fine-Grained Feedback for Text-to-Image Generation

KM Collins, N Kim, Y Bitton, V Rieser… - Proceedings of the …, 2024 - ojs.aaai.org
Human feedback plays a critical role in learning and refining reward models for text-to-
image generation, but the optimal form the feedback should take for learning an accurate …