Search Results for author: Yukun He

Found 3 papers, 1 papers with code

Towards IID representation learning and its application on biomedical data

1 code implementation1 Mar 2022 Jiqing Wu, Inti Zlobec, Maxime Lafarge, Yukun He, Viktor H. Koelzer

Compared to the SOTA baselines supported in WILDS, the results confirm the superior performance of IID representation learning on OOD tasks.

Benchmarking Representation Learning

Quantitative CLT for linear eigenvalue statistics of Wigner matrices

no code implementations9 Mar 2021 Zhigang Bao, Yukun He

In this article, we establish a near-optimal convergence rate for the CLT of linear eigenvalue statistics of Wigner matrices, in Kolmogorov-Smirnov distance.

Probability Mathematical Physics Mathematical Physics Statistics Theory Statistics Theory 60B20, 60F05

Efficient Two-Step Adversarial Defense for Deep Neural Networks

no code implementations ICLR 2019 Ting-Jui Chang, Yukun He, Peng Li

However, the computational cost of the adversarial training with PGD and other multi-step adversarial examples is much higher than that of the adversarial training with other simpler attack techniques.

Adversarial Defense Vocal Bursts Valence Prediction

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