Melih Barsbey | DeepAI

DeepAI

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research

∙ 07/05/2023

Evaluating AI systems under uncertain ground truth: a case study in dermatology

For safety, AI systems in health undergo thorough evaluations before dep...

0 David Stutz, et al. ∙

research

∙ 06/02/2022

Algorithmic Stability of Heavy-Tailed Stochastic Gradient Descent on Least Squares

Recent studies have shown that heavy tails can emerge in stochastic opti...

0 Anant Raj, et al. ∙

research

∙ 06/07/2021

Heavy Tails in SGD and Compressibility of Overparametrized Neural Networks

Neural network compression techniques have become increasingly popular a...

0 Melih Barsbey, et al. ∙

research

∙ 03/11/2019

Bayesian Allocation Model: Inference by Sequential Monte Carlo for Nonnegative Tensor Factorizations and Topic Models using Polya Urns

We introduce a dynamic generative model, Bayesian allocation model (BAM)...

0 Ali Taylan Cemgil, et al. ∙