Search Results for author: Enyi Jiang

Found 4 papers, 3 papers with code

RAMP: Boosting Adversarial Robustness Against Multiple $l_p$ Perturbations

1 code implementation9 Feb 2024 Enyi Jiang, Gagandeep Singh

For training from scratch, \textbf{RAMP} achieves SOTA union accuracy of $44. 6\%$ and relatively good clean accuracy of $81. 2\%$ on ResNet-18 against AutoAttack on CIFAR-10.

Adversarial Robustness

Principled Federated Domain Adaptation: Gradient Projection and Auto-Weighting

1 code implementation10 Feb 2023 Enyi Jiang, Yibo Jacky Zhang, Sanmi Koyejo

Further, we propose a novel lightweight aggregation rule, Federated Gradient Projection ($\texttt{FedGP}$), which significantly improves the target performance with domain shift and data scarcity.

Domain Adaptation Federated Learning

Review and Examination of Input Feature Preparation Methods and Machine Learning Models for Turbulence Modeling

1 code implementation15 Jan 2020 Shirui Luo, Jiahuan Cui, Madhu Vellakal, Jian Liu, Enyi Jiang, Seid Koric, Volodymyr Kindratenko

Model extrapolation to unseen flow is one of the biggest challenges facing data-driven turbulence modeling, especially for models with high dimensional inputs that involve many flow features.

Fluid Dynamics Computational Physics

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