Pin-Yu Chen

Pin-Yu Chen

Yorktown Heights, New York, United States
4K followers 500+ connections

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About

Personal website: www.pinyuchen.com
Twitter: https://twitter.com/pinyuchenTW
IJCAI…

Activity

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Experience

Education

  • University of Michigan Graphic

    University of Michigan

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    Activities and Societies: Member of Tau Beta Pi (TBP) Honor Society Member of Phi Kappa Phi (PKP) Honor Society

    1. Graph signal processing and its applications to network science
    2. Structured data analysis and machine learning

  • -

  • -

    1. Cognitive radio networks
    2. Network attack and defense in complex networks

  • -

    Activities and Societies: President of EECSHP Student Union

Licenses & Certifications

Publications

Projects

  • Incremental Eigenpair Computation for Graph Laplacian Matrices and Its Application to Automated Graph Clustering

    - Present

    This is a collaboration research work with Pin-Yu Chen from University of Michigan, Ann Arbor. The work will be submitted into a peer reviewed conference. More details will be released soon.

    Implementation Language and Graph Analytic Tools: Python, Numpy, Scipy, Scikit-learn, Matlab, Networkx, igraph.

    Other creators

  • Incremental Eigenpair Computation for Graph Laplacian Matrices and Its Application to Automated Graph Clustering

    - Present

    This is a collaboration research work with Pin-Yu Chen from University of Michigan, Ann Arbor. The work will be submitted into a peer reviewed conference. More details will be released soon.

    Implementation Language and Graph Analytic Tools: Python, Numpy, Scipy, Scikit-learn, Matlab, Networkx, igraph.

    Other creators

Honors & Awards

  • IEEE Fellow

    IEEE

    Elevated to IEEE Fellow for contributions to machine learning robustness and AI safety

  • IEEE Signal Processing Society Industry Young Professional Leadership Award

    IEEE

    For research and industry impact for machine learning robustness and AI safety

  • IJCAI Computers and Thought Award

    International Joint Conference on Artificial Intelligence (IJCAI)

    Quote: The winner of the 2023 IJCAI Computers and Thought Award is Pin-Yu Chen, IBM, USA. Dr. Chen is recognized for his contributions to consolidating properties of trust, robustness and safety into rigorous algorithmic procedures and computable metrics for improving AI systems.

    Link: https://www.ijcai.org/awards

  • ICLR-BANDS Best Paper Award

    ICLR BANDS Workshop

    For the paper "How to Backdoor Diffusion Models?"

    Workshop page: https://iclr23-bands.github.io/
    Paper link: https://arxiv.org/abs/2212.05400

  • IBM Pat Goldberg Memorial Best Paper

    IBM

    For the paper "Accelerated antimicrobial discovery via deep generative models and molecular dynamics simulations" published in Nature Biomedical Engineering

    Paper link: https://www.nature.com/articles/s41551-021-00689-x

  • ECCV-AROW Best Paper Award

    ECCV AROW Workshop

    For the paper "FLIP: A Provable Defense Framework for Backdoor Mitigation in Federated Learning"

    Workshop link: https://eccv22-arow.github.io/
    Paper link: https://arxiv.org/abs/2210.12873

  • UAI 2022 Best Paper Runner-Up Award

    The Conference on Uncertainty in Artificial Intelligence (UAI)

    Best Paper Runner-Up Award given by The Conference on Uncertainty in Artificial Intelligence (UAI) in 2022

    Paper: Distributed Adversarial Training to Robustify Deep Neural Networks at Scale
    Paper link: https://arxiv.org/abs/2206.06257

  • 3 IBM Research Accomplishment Awards in 2022

    IBM

    Robust AI, Generative AI, Optimization for AI

  • IBM Corporate Technical Award on Trustworthy AI

    IBM

  • IBM Master Inventor

    IBM

  • 3 IBM Outstanding Research Accomplishment Awards in 2020

    IBM

    adversarial robustness, deep learning on graphs, trustworthy AI

  • 3 IBM Research Accomplishment Awards in 2019

    IBM

    adversarial robustness, deep learning on graphs, trustworthy AI

  • NeurIPS Best Reviewer Award

    Conference on Neural Information Processing Systems

  • AISec 2017 Best Paper Finalist

    ACM Workshop on Artificial Intelligence and Security (2017)

  • Outstanding Performance Award

    Pacific Northwest National Laboratory

    Outstanding internship performance at Pacific Northwest National Laboratory

  • IEEE ICASSP 2014 NSF Travel Grant

    National Science Foundation

  • Rackham International Student Fellowship (Chia-Lun Lo Fellowship)

    University of Michigan

  • Best Master Thesis Award

    Graduate Institute of Communications Engineering, National Taiwan University

  • Second Best Master Thesis Award

    Chinese Institute of Electrical Engineering

  • IEEE GLOBECOM 2010 GOLD Best Paper Award

    IEEE

  • Tokyo Electron Scholarship

    Tokyo Electron

  • Golden Bamboo Scholarship

    National Chiao Tung University

Languages

  • English

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  • Chinese

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