Ling Li

Title: Innovations by Inventor Ling Li

Introduction

Ling Li is an accomplished inventor based in Sunnyvale, CA. He has made significant contributions to the field of vision transformers, particularly in enhancing their efficiency through innovative methods. His work is recognized for its potential impact on various applications in artificial intelligence and machine learning.

Latest Patents

Ling Li holds a patent titled "Efficiency of vision transformers with adaptive token pruning." This patent describes a system and method for training a vision transformer. The process involves determining a token distillation loss of an input image based on a teacher network classification token and a token importance score of a student network during training. The method includes a unique approach where, during odd epochs, the sparsification of tokens is skipped, allowing the dense input image to be processed by subsequent layers. Conversely, during even epochs, tokens are pruned at the pruning layer, which optimizes the processing of the input image.

Career Highlights

Ling Li is currently employed at Samsung Electronics Co., Ltd., where he continues to push the boundaries of technology through his innovative research. His work has garnered attention for its practical applications and contributions to the advancement of vision transformers.

Collaborations

Ling Li collaborates with Ali Shafiee Ardestani, who is also a notable figure in the field. Their partnership exemplifies the collaborative spirit that drives innovation in technology.

Conclusion

Ling Li's contributions to the field of vision transformers highlight his innovative approach to technology. His patent on adaptive token pruning showcases his ability to enhance efficiency in machine learning applications. The impact of his work is expected to resonate within the tech industry for years to come.