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Hongyang Gao

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Inferring Data Preconditions from Deep Learning Models for Trustworthy Prediction in Deployment

Jan 26, 2024
Shibbir Ahmed, Hongyang Gao, Hridesh Rajan

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MotifPiece: A Data-Driven Approach for Effective Motif Extraction and Molecular Representation Learning

Dec 24, 2023
Zhaoning Yu, Hongyang Gao

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Wide Neural Networks as Gaussian Processes: Lessons from Deep Equilibrium Models

Oct 16, 2023
Tianxiang Gao, Xiaokai Huo, Hailiang Liu, Hongyang Gao

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DeepDFA: Dataflow Analysis-Guided Efficient Graph Learning for Vulnerability Detection

Dec 15, 2022
Benjamin Steenhoek, Wei Le, Hongyang Gao

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On the optimization and generalization of overparameterized implicit neural networks

Sep 30, 2022
Tianxiang Gao, Hongyang Gao

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Gradient Descent Optimizes Infinite-Depth ReLU Implicit Networks with Linear Widths

May 16, 2022
Tianxiang Gao, Hongyang Gao

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Molecular Graph Representation Learning via Heterogeneous Motif Graph Construction

Feb 01, 2022
Zhaoning Yu, Hongyang Gao

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MotifExplainer: a Motif-based Graph Neural Network Explainer

Feb 01, 2022
Zhaoning Yu, Hongyang Gao

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A global convergence theory for deep ReLU implicit networks via over-parameterization

Oct 11, 2021
Tianxiang Gao, Hailiang Liu, Jia Liu, Hridesh Rajan, Hongyang Gao

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Sent2Matrix: Folding Character Sequences in Serpentine Manifolds for Two-Dimensional Sentence

Mar 15, 2021
Hongyang Gao, Yi Liu, Xuan Zhang, Shuiwang Ji

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