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Pin-Yu Chen

When Neural Networks Fail to Generalize? A Model Sensitivity Perspective

Dec 01, 2022
Jiajin Zhang, Hanqing Chao, Amit Dhurandhar, Pin-Yu Chen, Ali Tajer, Yangyang Xu, Pingkun Yan

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* Accepted by AAAI 2023

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NCTV: Neural Clamping Toolkit and Visualization for Neural Network Calibration

Nov 29, 2022
Lei Hsiung, Yung-Chen Tang, Pin-Yu Chen, Tsung-Yi Ho

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* AAAI 2023 Demo Track; The demonstration is at https://hsiung.cc/NCTV/

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Low-Resource Music Genre Classification with Advanced Neural Model Reprogramming

Nov 02, 2022
Yun-Ning Hung, Chao-Han Huck Yang, Pin-Yu Chen, Alexander Lerch

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* Submitted to ICASSP 2023. Some experimental results were reduced due to the space limit. The implementation will be available at https://github.com/biboamy/music-repro

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Inference and Denoise: Causal Inference-based Neural Speech Enhancement

Nov 02, 2022
Tsun-An Hsieh, Chao-Han Huck Yang, Pin-Yu Chen, Sabato Marco Siniscalchi, Yu Tsao

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* Submitted to ICASSP 2023

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Certified Robustness of Quantum Classifiers against Adversarial Examples through Quantum Noise

Nov 02, 2022
Jhih-Cing Huang, Yu-Lin Tsai, Chao-Han Huck Yang, Cheng-Fang Su, Chia-Mu Yu, Pin-Yu Chen, Sy-Yen Kuo

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* Submitted to IEEE ICASSP 2023

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An Empirical Evaluation of Zeroth-Order Optimization Methods on AI-driven Molecule Optimization

Oct 27, 2022
Elvin Lo, Pin-Yu Chen

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* 15 pages, 4 figures

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Visual Prompting for Adversarial Robustness

Oct 12, 2022
Aochuan Chen, Peter Lorenz, Yuguang Yao, Pin-Yu Chen, Sijia Liu

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* 6 pages, 4 figures, 3 tables

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