Company Filing History:
Years Active: 2025
Title: Hsiang Hsu: Innovator in Fairness-Aware Data Distillation
Introduction
Hsiang Hsu is a notable inventor based in Boston, MA (US). He has made significant contributions to the field of data classification through his innovative patent. His work focuses on ensuring fairness in data processing, which is increasingly important in today's data-driven world.
Latest Patents
Hsiang Hsu holds a patent titled "Systems and methods for fairness-aware data distillation for attribute classification." This patent describes a method that includes receiving an original dataset and a sensitive attribute, initializing a distilled dataset from the original dataset, and initializing a classification model. The process involves sampling data from both the original and distilled datasets, providing this data to the classification model, and calculating prediction probabilities. The method further includes calculating a distilled dataset cross-entropy loss and updating the distilled dataset based on matching loss. Hsiang Hsu has 1 patent to his name.
Career Highlights
Hsiang Hsu is currently employed at JPMorgan Chase Bank, N.A., where he applies his expertise in data science and machine learning. His work at the bank allows him to explore innovative solutions that enhance data processing and classification.
Collaborations
Hsiang has collaborated with notable colleagues, including Zhonghao Shi and Richard Chen. Their combined efforts contribute to advancements in data classification and fairness in machine learning.
Conclusion
Hsiang Hsu is a pioneering inventor whose work in fairness-aware data distillation is shaping the future of data classification. His contributions are vital in promoting ethical practices in data science.
Inventor’s Patent Attorneys refers to legal professionals with specialized expertise in representing inventors throughout the patent process. These attorneys assist inventors in navigating the complexities of patent law, including filing patent applications, conducting patent searches, and protecting intellectual property rights. They play a crucial role in helping inventors secure patents for their innovative creations.