This inventor holds 2 USPTO granted patents and 1 published patent application. Top assignee: Microsoft Technology Licensing, LLC. Active years: 2026.
Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile
Company Filing History:
Years Active: 2026
Title: Agrin Hilmkil: Innovator in Machine Learning
Introduction
Agrin Hilmkil is a notable inventor based in Stockholm, Sweden. He has made significant contributions to the field of machine learning, particularly in the area of causal modeling. His innovative approach has the potential to enhance the understanding of causal relationships in complex systems.
Latest Patents
Agrin holds a patent for a method titled "Modelling causation in machine learning." This method involves sampling a temporal causal graph from a temporal graph distribution that specifies probabilities of directed causal edges between different variables of a feature vector at a present time step. It also considers the relationship between one variable at a preceding time step and another variable at the present time step. The process identifies a present parent, which is a cause of the selected variable in the present time step, and a preceding parent, which is a cause of the selected variable from the preceding time step. The method includes inputting values of each identified present and preceding parent into respective encoders, resulting in embeddings that are combined and input into a decoder to reconstruct the value of the selected variable. Agrin's innovative work is encapsulated in his 1 patent.
Career Highlights
Agrin is currently employed at Microsoft Technology Licensing, LLC, where he continues to develop and refine his ideas in machine learning. His work at Microsoft allows him to collaborate with leading experts in the field and contribute to cutting-edge technology.
Collaborations
Agrin has worked alongside talented colleagues such as Wenbo Gong and Cheng Zhang. Their collaborative efforts have further advanced the research and development of machine learning technologies.
Conclusion
Agrin Hilmkil is a pioneering inventor whose work in machine learning is shaping the future of technology. His contributions, particularly in causal modeling, are significant and demonstrate the potential for innovation in this rapidly evolving field.
Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile
