Leonid Karlinsky

Title: Leonid Karlinsky: Innovator in Multi-Modal Models and Anomaly Detection

Introduction

Leonid Karlinsky is a prominent inventor based in Acton, MA (US). He has made significant contributions to the fields of machine learning and artificial intelligence. With a total of 2 patents, his work focuses on innovative systems that enhance the processing of documents and images.

Latest Patents

Karlinsky's latest patents include groundbreaking technologies. The first patent, titled "Training multi-modal models on documents using multiple instance learning," describes a system that utilizes a processor to automatically extract text and images from documents. This processor generates text bags that include the nearest texts for each extracted image. It then trains a multi-modal model using a CLIP-MIL loss, which computes correlations between different texts in the text bags during each gradient step of the gradient descent-based multiple instance learning algorithm.

The second patent, "Anomaly detection using masked auto-encoder," outlines a system where a processor randomly masks tokens to create different subsets of masked tokens. These subsets are processed through a pretrained masked auto-encoder encoder to produce intermediate representations. The processor then uses a pretrained MAE decoder to reconstruct images and compares the input image with the output to generate an anomaly score.

Career Highlights

Leonid Karlinsky is currently employed at International Business Machines Corporation (IBM). His work at IBM has allowed him to explore and develop advanced technologies that push the boundaries of machine learning and artificial intelligence.

Collaborations

Throughout his career, Karlinsky has collaborated with notable colleagues, including Assaf Arbelle and Eliyahu Schwartz. These collaborations have contributed to the advancement of his innovative projects and patents.

Conclusion

Leonid Karlinsky is a distinguished inventor whose work in multi-modal models and anomaly detection has made a significant impact in the field of artificial intelligence. His contributions continue to shape the future of technology and innovation.