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Sarah Miller

2 accepted papers

2023

A Bayesian Perspective on Noise2Noise: Theory and Extensions

ICASSP 2023accepted

The time and resource costs of obtaining pristine training data in machine learning are high. In signal recovery tasks, Noise2Noise proposed by Lehtinen et al. aims to reduce the data cost by learning the regression over two noisy measurements corresponding to the same latent variable. Close examina…

Cited by 0SourceScholar
2021

Mental Models of AI Agents in a Cooperative Game Setting (Extended Abstract)

IJCAI 2021poster

As more and more forms of AI become prevalent, it becomes increasingly important to understand how people develop mental models of these systems. In this work we study people's mental models of an AI agent in a cooperative word guessing game. We run a study in which people play the game with an AI a…

Cited by 0SourcePDFScholar