ZOO: Zeroth order optimization based black-box atacks to deep neural networks without training substitute models
- Pin-Yu Chen
- Huan Zhang
- et al.
- 2017
- AISec 2017
Bio
Pin-Yu Chen is a Principal Research Staff Member of the Trusted AI Group, IBM Thomas J. Watson Research Center. He is also the Chief Scientist of RPI-IBM AI Research Collaboration program and a PI of MIT-IBM Watson AI Lab projects.
His recent research focuses on adversarial machine learning of neural networks for robustness and safety, and more broadly, making machine learning trustworthy.
♦ Pin-Yu's research highlights can be found from HERE
♦ Pin-Yu is open to collaboration with highly motivated researchers!
Pin-Yu received his Ph.D. degree in electrical engineering and computer science (EECS) and M.A. degree in Statistics from the University of Michigan Ann Arbor in 2016, under the supervision of Prof. Alfred Hero.
♦ Please refer to his personal webpage for more details - www.pinyuchen.com
Publications
Multilayer spectral graph clustering via convex layer aggregation: Theory and algorithms
- Pin-Yu Chen
- Alfred O. Hero
- 2017
- IEEE TSIPN
Bias-Variance Tradeoff of Graph Laplacian Regularizer
- Pin-Yu Chen
- Sijia Liu
- 2017
- IEEE SPL
Traffic-aware patching for cyber security in mobile IoT
- Shin Ming Cheng
- Pin-Yu Chen
- et al.
- 2017
- IEEE Communications Magazine
FEAST: An automated feature selection framework for compilation tasks
- Paishun Ting
- Chun-Chen Tu
- et al.
- 2017
- AINA 2017
Patents
- CN
- ZL201980030031.2
- US
- 12061991
- US
- 12020480
- JP
- 7507851
- CN
- ZL202010827714.5
- GB
- 2603391
- CN
- ZL 202010055649.9
- US
- 11880765
- US
- 11853713
- US
- 11853702
Blog posts
Serving customized AI models at scale with LoRA
ResearchKim MartineauWhat’s an LLM context window and why is it getting larger?
NewsKim MartineauWhat is red teaming for generative AI?
ExplainerKim MartineauAccelerating molecular optimization with AI
Deep DivePayel Das, Samuel Hoffman, Vijil Chenthamarakshan, Kahini Wadhawan, and Pin-Yu Chen11 minute read- See more blog posts
Top collaborators
PD
Payel Das
Principal Research Scientist and Manager, IBM Research AI