Search Results for author: Shih-Yu Sun

Found 2 papers, 0 papers with code

Addressing the Loss-Metric Mismatch with Adaptive Loss Alignment

no code implementations15 May 2019 Chen Huang, Shuangfei Zhai, Walter Talbott, Miguel Angel Bautista, Shih-Yu Sun, Carlos Guestrin, Josh Susskind

In most machine learning training paradigms a fixed, often handcrafted, loss function is assumed to be a good proxy for an underlying evaluation metric.

General Classification Meta-Learning +2

Implicit Greedy Rank Learning in Autoencoders via Overparameterized Linear Networks

no code implementations2 Jul 2021 Shih-Yu Sun, Vimal Thilak, Etai Littwin, Omid Saremi, Joshua M. Susskind

Deep linear networks trained with gradient descent yield low rank solutions, as is typically studied in matrix factorization.

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