Company Filing History:
Years Active: 2025
Title: Innovations of Haihao Shen in Statistical Inference Accuracy
Introduction: Haihao Shen is a notable inventor based in Shanghai, China. He has made significant contributions to the field of statistical inference, particularly through his innovative methods and apparatuses. His work is recognized for enhancing the accuracy of statistical inference in convolutional neural networks.
Latest Patents: Haihao Shen holds a patent titled "Method and apparatus for keeping statistical inference accuracy with 8-bit Winograd convolution." This patent describes a method that utilizes a calibration dataset and a pretrained convolutional neural network (CNN) with 32-bit floating point weight values. The process involves generating an input activation tensor and a weight tensor, transforming these tensors through matrix multiplication, and computing scale factors for each transformed tensor. Ultimately, an 8-bit CNN model is generated, which incorporates these scale factors to maintain inference accuracy.
Career Highlights: Haihao Shen is currently employed at Intel Corporation, where he continues to develop innovative solutions in the realm of artificial intelligence and machine learning. His expertise in convolutional neural networks has positioned him as a valuable asset in the tech industry.
Collaborations: Throughout his career, Haihao Shen has collaborated with talented individuals such as Jiong Gong and Xiao Dong Lin. These partnerships have fostered a creative environment that encourages the development of cutting-edge technologies.
Conclusion: Haihao Shen's contributions to the field of statistical inference and convolutional neural networks exemplify the impact of innovation in technology. His patent and ongoing work at Intel Corporation highlight his commitment to advancing the capabilities of artificial intelligence.