Special seminar on PerturbPair, a multimodal platform combining Perturb-Seq and optical pooled screening to map cellular responses to genetic perturbations.
Talk on Multi-Marginal Flow Matching (MMFM) for modeling system dynamics from temporal snapshot data.
Overview talk on the barriers and opportunities for causal graph discovery in single-cell and molecular biology.
Labeled Gromov-Wasserstein optimal transport for predicting cellular responses to perturbations across modalities.
Scalable causal discovery for high-dimensional and biological data.
Applications of variational autoencoders to single-cell biology and the foundations behind scVI.