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Tianshu Feng

2 accepted papers

2024

Nonparametric Automatic Differentiation Variational Inference with Spline Approximation

AISTATS 2024poster

Automatic Differentiation Variational Inference (ADVI) is efficient in learning probabilistic models. Classic ADVI relies on the parametric approach to approximate the posterior. In this paper, we develop a spline-based nonparametric approximation approach that enables flexible posterior approximati…

Cited by 1SourcePDFScholar
2022

Improving Federated Learning Face Recognition via Privacy-Agnostic Clusters

ICLR 2022spotlight

The growing public concerns on data privacy in face recognition can be partly relieved by the federated learning (FL) paradigm. However, conventional FL methods usually perform poorly due to the particularity of the task, \textit{i.e.}, broadcasting class centers among clients is essential for rec…

Cited by 46SourcePDFScholar