🏢 Genentech
Learning Identifiable Factorized Causal Representations of Cellular Responses
·2593 words·13 mins·
loading
·
loading
AI Theory
Representation Learning
🏢 Genentech
FCR, a novel method, reveals causal structure in single-cell perturbation data by learning disentangled cellular representations specific to covariates, treatments, and their interactions, outperformi…
Bridging Model-Based Optimization and Generative Modeling via Conservative Fine-Tuning of Diffusion Models
·2078 words·10 mins·
loading
·
loading
Machine Learning
Reinforcement Learning
🏢 Genentech
BRAID: A novel, conservative fine-tuning method surpasses offline design optimization by cleverly combining generative diffusion models with reward models, preventing over-optimization and generating …