Nonlinear Model Based Guidance with Deep Learning Based Target Trajectory Prediction Against Aerial Agile Attack Patterns. - A. Sadik Satir; Umut Demir; Gulay Goktas Sever; N. Kemal Ure (ACC, 2021)

A Scalable Reinforcement Learning Approach for Attack Allocation in Swarm to Swarm Engagement Problems. - Umut Demir; Nazim Kemal Ure (CoRR, 2022)

Scalable Planning and Learning Framework Development for Swarm-to-Swarm Engagement Problems. - Umut Demir; A. Sadik Satir; Gulay Goktas Sever; Cansu Yikilmaz; Nazim Kemal Ure (CoRR, 2022)

An Integrated Imitation and Reinforcement Learning Methodology for Robust Agile Aircraft Control with Limited Pilot Demonstration Data. - Gulay Goktas Sever; Umut Demir; Abdullah Sadik Satir; Mustafa Cagatay Sahin; Nazim Kemal Ure (CoRR, 2024)