Yorktown Heights, NY, United States of America

Pin-Yu Chen

USPTO Granted Patents = 27 (Patent Applications = 29)

Average Co-Inventor Count = 4.6

ph-index = 2

Forward Citations = 14(Granted Patents)

Location History:

Yorktown Heights, NY (US) (2020 - 2023)
White Plains, NY (US) (2022 - 2024)

Company Filing History:

26 out of 164,108

International Business Machines Corporation

patents

2 out of 612

Rensselaer Polytechnic Institute

patents

1 out of 2,362

Battelle Memorial Institute

patents

4. 1 out of 8,369

Massachusetts Institute of Technology

patents

5. 1 out of 2,340

University of Illinois

where one patent can have more than one assignee

Years Active: 2020-2025

where 'Filed Patents' based on already Granted Patents

27 patents (USPTO):Sort by Forward Citations

Abstract keywords

1. 12481874 - Distributed adversarial training for robust deep neural networks (2025-11-25),

2. 12450495 - Neural capacitance: neural network selection via edge dynamics (2025-10-21),

3. 12450168 - Dynamic updating of content addressable associative memories for large language models (2025-10-21),

4. 12412637 - Embedding-based generative model for protein design (2025-09-09),

5. 12367397 - Query-based molecule optimization and applications to functional molecule discovery (2025-07-22),

6. 12288391 - Image grounding with modularized graph attentive networks (2025-04-29),

7. 12182274 - Testing adversarial robustness of systems with limited access (2024-12-31),

8. 12061991 - Transfer learning with machine learning systems (2024-08-13),

9. 12020480 - Counterfactual debiasing inference for compositional action recognition (2024-06-25),

10. 11880765 - State-augmented reinforcement learning (2024-01-23),

11. 11853713 - Graph similarity analytics (2023-12-26),

12. 11853702 - Self-supervised semantic shift detection and alignment (2023-12-26),

13. 11836256 - Testing adversarial robustness of systems with limited access (2023-12-05),

14. 11640532 - Contrastive explanations for images with monotonic attribute functions (2023-05-02),

15. 11625487 - Framework for certifying a lower bound on a robustness level of convolutional neural networks (2023-04-11),

Title: The Innovative Contributions of Pin-Yu Chen

Introduction

Pin-Yu Chen is a prominent inventor based in Yorktown Heights, NY, known for his remarkable contributions to the field of machine learning and system robustness. With an impressive portfolio that includes 21 patents, Chen's work has significantly impacted various technological advancements.

Latest Patents

Among his latest patents are two notable innovations. The first is a method for testing the adversarial robustness of systems with limited access. This patent details a robust testing method that employs an accelerator to assess the resilience of a black-box system under various access conditions, efficiently breaking down the process into manageable subtasks.

His second recent patent involves transfer learning with machine learning systems. This innovation encompasses receiving a machine learning model along with target domain training data necessary for its reprogramming. The technology includes transforming this data through a specific function and optimizing it to enhance the machine learning model based on input data and label mapping.

Career Highlights

Pin-Yu Chen has made significant strides in his career, having been associated with renowned organizations such as IBM and the Battelle Memorial Institute. His expertise in machine learning and system optimization has made him an invaluable asset in these institutions.

Collaborations

Throughout his career, Chen has collaborated with talented individuals such as Chia-Yu Chen and Sijia Liu. These partnerships have fostered the development of innovative solutions and have contributed to the advancement of their respective fields.

Conclusion

Pin-Yu Chen exemplifies the spirit of innovation through his substantial contributions to technology and his ongoing work in machine learning and system robustness. With each new patent, he continues to inspire future inventors and researchers in the ever-evolving landscape of technology.

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29 patents pending:

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