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Works (28)

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2025 | Book chapter
DOI: 10.1016/B978-0-44-323641-9.00005-4
Contributors: Huzaifa Arif; Pin-Yu Chen; Qi Dou; Marawan Elbatel; Huazhu Fu; Alex Gittens; Pengfei Guo; Shanshan Huang; Michael A. Jacobs; Meirui Jiang et al.
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Crossref

Utility-privacy tradeoff in federated learning

2025 | Book chapter
DOI: 10.1016/B978-0-44-323641-9.00018-2
Contributors: Huzaifa Arif; Alex Gittens; Pin-Yu Chen
Source: check_circle
Crossref

A Quantum-Classical Collaborative Training Architecture Based on Quantum State Fidelity

IEEE Transactions on Quantum Engineering
2024 | Journal article
DOI: 10.1109/TQE.2024.3367234
Contributors: Ryan L'Abbate; Anthony D'Onofrio; Samuel Stein; Samuel Yen-Chi Chen; Ang Li; Pin-Yu Chen; Juntao Chen; Ying Mao
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Crossref

An Overview of Trustworthy AI: Advances in IP Protection, Privacy-preserving Federated Learning, Security Verification, and GAI Safety Alignment

IEEE Journal on Emerging and Selected Topics in Circuits and Systems
2024 | Journal article
DOI: 10.1109/JETCAS.2024.3477348
Contributors: Yue Zheng; Chip-Hong Chang; Shih-Hsu Huang; Pin-Yu Chen; Stjepan Picek
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Crossref

Model Agnostic Contrastive Explanations for Classification Models

IEEE Journal on Emerging and Selected Topics in Circuits and Systems
2024 | Journal article
DOI: 10.1109/JETCAS.2024.3486114
Contributors: Amit Dhurandhar; Tejaswini Pedapati; Avinash Balakrishnan; Pin-Yu Chen; Karthikeyan Shanmugam; Ruchir Puri
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Crossref

Network properties determine neural network performance

Nature Communications
2024-07-08 | Journal article
DOI: 10.1038/s41467-024-48069-8
Contributors: Chunheng Jiang; Zhenhan Huang; Tejaswini Pedapati; Pin-Yu Chen; Yizhou Sun; Jianxi Gao
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Crossref

MulBERRY: Enabling Bit-Error Robustness for Energy-Efficient Multi-Agent Autonomous Systems

2024-04-27 | Conference paper
DOI: 10.1145/3620665.3640420
Contributors: Zishen Wan; Nandhini Chandramoorthy; Karthik Swaminathan; Pin-Yu Chen; Kshitij Bhardwaj; Vijay Janapa Reddi; Arijit Raychowdhury
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Crossref

How Does Promoting the Minority Fraction Affect Generalization? A Theoretical Study of One-Hidden-Layer Neural Network on Group Imbalance

IEEE Journal of Selected Topics in Signal Processing
2024-03 | Journal article
DOI: 10.1109/JSTSP.2024.3374593
Contributors: Hongkang Li; Shuai Zhang; Yihua Zhang; Meng Wang; Sijia Liu; Pin-Yu Chen
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QTN-VQC: an end-to-end learning framework for quantum neural networks

Physica Scripta
2024-01-01 | Journal article
DOI: 10.1088/1402-4896/ad14d6
Contributors: Jun Qi; Chao-Han Yang; Pin-Yu Chen
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Exploiting Low-Rank Tensor-Train Deep Neural Networks Based on Riemannian Gradient Descent With Illustrations of Speech Processing

IEEE/ACM Transactions on Audio, Speech, and Language Processing
2023 | Journal article
DOI: 10.1109/TASLP.2022.3231714
Contributors: Jun Qi; Chao-Han Huck Yang; Pin-Yu Chen; Javier Tejedor
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Crossref

Understanding and improving zeroth-order optimization methods on AI-driven molecule optimization

Digital Discovery
2023 | Journal article
DOI: 10.1039/D3DD00076A
Contributors: Elvin Lo; Pin-Yu Chen
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Crossref

Unraveling the Connections between Privacy and Certified Robustness in Federated Learning Against Poisoning Attacks

2023-11-15 | Conference paper
DOI: 10.1145/3576915.3623193
Contributors: Chulin Xie; Yunhui Long; Pin-Yu Chen; Qinbin Li; Sanmi Koyejo; Bo Li
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Crossref

Assessing the Resilience of Machine Learning Classification Algorithms on SARS-CoV-2 Genome Sequences Generated with Long-Read Specific Errors

Biomolecules
2023-06-02 | Journal article
DOI: 10.3390/biom13060934
Contributors: Bikram Sahoo; Sarwan Ali; Pin-Yu Chen; Murray Patterson; Alexander Zelikovsky
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Crossref

Robust Event Classification Using Imperfect Real-World PMU Data

IEEE Internet of Things Journal
2023-05-01 | Journal article
DOI: 10.1109/JIOT.2022.3177686
Contributors: Yunchuan Liu; Lei Yang; Amir Ghasemkhani; Hanif Livani; Virgilio A. Centeno; Pin-Yu Chen; Junshan Zhang
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Crossref

AI Maintenance: A Robustness Perspective

Computer
2023-02 | Journal article
DOI: 10.1109/MC.2022.3218005
Contributors: Pin-Yu Chen; Payel Das
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Crossref

Theoretical error performance analysis for variational quantum circuit based functional regression

npj Quantum Information
2023-01-09 | Journal article
DOI: 10.1038/s41534-022-00672-7
Contributors: Jun Qi; Chao-Han Huck Yang; Pin-Yu Chen; Min-Hsiu Hsieh
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Crossref

A Spectral View of Randomized Smoothing Under Common Corruptions: Benchmarking and Improving Certified Robustness

2022 | Book chapter
DOI: 10.1007/978-3-031-19772-7_38
Contributors: Jiachen Sun; Akshay Mehra; Bhavya Kailkhura; Pin-Yu Chen; Dan Hendrycks; Jihun Hamm; Z. Morley Mao
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Crossref

Theoretical Error Performance Analysis for Variational Quantum Circuit Based Functional Regression

2022-07-06 | Preprint
DOI: 10.21203/rs.3.rs-1726057/v1
Contributors: Jun Qi; Chao-Han Yang; Pin-Yu Chen; Min-Hsiu Hsieh
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Crossref

Optimizing molecules using efficient queries from property evaluations

Nature Machine Intelligence
2021-12-30 | Journal article
DOI: 10.1038/s42256-021-00422-y
Contributors: Samuel C. Hoffman; Vijil Chenthamarakshan; Kahini Wadhawan; Pin-Yu Chen; Payel Das
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Crossref

A Primer on Zeroth-Order Optimization in Signal Processing and Machine Learning: Principals, Recent Advances, and Applications

IEEE Signal Processing Magazine
2020-09 | Journal article
DOI: 10.1109/MSP.2020.3003837
Contributors: Sijia Liu; Pin-Yu Chen; Bhavya Kailkhura; Gaoyuan Zhang; Alfred O. Hero; Pramod K. Varshney
Source: check_circle
Crossref

Artificial intelligence method to design and fold alpha-helical structural proteins from the primary amino acid sequence

Extreme Mechanics Letters
2020-04 | Journal article
DOI: 10.1016/j.eml.2020.100652
Contributors: Zhao Qin; Lingfei Wu; Hui Sun; Siyu Huo; Tengfei Ma; Eugene Lim; Pin-Yu Chen; Benedetto Marelli; Markus J. Buehler
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Crossref

Identifying Influential Links for Event Propagation on Twitter: A Network of Networks Approach

IEEE Transactions on Signal and Information Processing over Networks
2019-03 | Journal article
DOI: 10.1109/TSIPN.2018.2866318
Contributors: Pin-Yu Chen; Chun-Chen Tu; Paishun Ting; Ya-Yun Lo; Danai Koutra; Alfred O. Hero
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Crossref

Analysis of Data Dissemination and Control in Social Internet of Vehicles

IEEE Internet of Things Journal
2018-08 | Journal article
DOI: 10.1109/JIOT.2018.2846722
Contributors: Pin-Yu Chen; Shin-Ming Cheng; Meng-Hsuan Sung
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Crossref

Analysis of Information Delivery Dynamics in Cognitive Sensor Networks Using Epidemic Models

IEEE Internet of Things Journal
2018-08 | Journal article
DOI: 10.1109/JIOT.2017.2748559
Contributors: Pin-Yu Chen; Shin-Ming Cheng; Hui-Yu Hsu
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Crossref

Phase Transitions and a Model Order Selection Criterion for Spectral Graph Clustering

IEEE Transactions on Signal Processing
2018-07-01 | Journal article
DOI: 10.1109/TSP.2018.2830312
Contributors: Pin-Yu Chen; Alfred O. Hero
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Accelerated Distributed Dual Averaging Over Evolving Networks of Growing Connectivity

IEEE Transactions on Signal Processing
2018-04-01 | Journal article
DOI: 10.1109/TSP.2018.2793878
Contributors: Sijia Liu; Pin-Yu Chen; Alfred O. Hero
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Crossref

Bias-Variance Tradeoff of Graph Laplacian Regularizer

IEEE Signal Processing Letters
2017-08 | Journal article
DOI: 10.1109/LSP.2017.2712141
Contributors: Pin-Yu Chen; Sijia Liu
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Crossref

Diffusion Models for Information Dissemination Dynamics in Wireless Complex Communication Networks

Journal of Complex Systems
2013-09-04 | Journal article
DOI: 10.1155/2013/972352
Contributors: Shin-Ming Cheng; Vasileios Karyotis; Pin-Yu Chen; Kwang-Cheng Chen; Symeon Papavassiliou
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Peer review (4 reviews for 3 publications/grants)

Review activity for Artificial intelligence review. (1)
Review activity for International journal of machine learning and cybernetics. (1)
Review activity for Nature communications (2)
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