Tuning-Free Coreset Markov Chain Monte Carlo via Hot DoGConference on Uncertainty in Artificial Intelligence (UAI), 2024 |
Embracing the chaos: analysis and diagnosis of numerical instability in
variational flowsNeural Information Processing Systems (NeurIPS), 2023 |
Adaptive Batch Sizes for Active Learning A Probabilistic Numerics
ApproachInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2023 |
Bayesian Pseudo-Coresets via Contrastive DivergenceConference on Uncertainty in Artificial Intelligence (UAI), 2023 |
Langevin Diffusion Variational InferenceInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2022 |
MixFlows: principled variational inference via mixed flowsInternational Conference on Machine Learning (ICML), 2022 |
Surrogate Likelihoods for Variational Annealed Importance SamplingInternational Conference on Machine Learning (ICML), 2021 |