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Hayoung Choi

2 accepted papers

2025

Robust Weight Initialization for Tanh Neural Networks with Fixed Point Analysis

ICLR 2025poster

As a neural network's depth increases, it can improve generalization performance. However, training deep networks is challenging due to gradient and signal propagation issues. To address these challenges, extensive theoretical research and various methods have been introduced. Despite these advances…

2019

Algebraically-initialized Expectation Maximization for Header-free Communication

ICASSP 2019accepted

Towards low-latency communication for short-packet transmission, this paper tackles the problem of shuffled linear regression for large-scale wireless sensor networks with header-free communication by using results from algebraic geometry as well as an alternating optimization scheme. The shuffled l…

Cited by 0SourceScholar