Margossian, Charles C.

4 publications

JMLR 2025 Variational Inference for Uncertainty Quantification: An Analysis of Trade-Offs Charles C. Margossian, Loucas Pillaud-Vivien, Lawrence K. Saul

UAI 2024 Amortized Variational Inference: When and Why? Charles C. Margossian, David M. Blei

NeurIPS 2024 EigenVI: Score-Based Variational Inference with Orthogonal Function Expansions Diana Cai, Chirag Modi, Charles C. Margossian, Robert M. Gower, David M. Blei, Lawrence K. Saul

UAI 2023 The Shrinkage-Delinkage Trade-Off: An Analysis of Factorized Gaussian Approximations for Variational Inference Charles C. Margossian, Lawrence K. Saul