Theofanis Karaletsos

Disentangling Nonlinear Perceptual Embeddings With Multi-Query Triplet Networks.

2016 · arXiv (Cornell University)

In typical perceptual tasks, higher-order concepts are inferred from visual features to assist with perceptual decision making. However, there is a multitude of visual concepts which can be inferred from a single stimulus. When learning …

Black-box Coreset Variational Inference

2022 · arXiv (Cornell University)

Recent advances in coreset methods have shown that a selection of representative datapoints can replace massive volumes of data for Bayesian inference, preserving the relevant statistical information and significantly accelerating subsequent downstream tasks. Existing variational …