1 citations · 1 across the 2 of their papers we have counts for
3 papers
cs.LG2026
Optimal Reward Shaping: Autonomous Car Parking Case Study
Emre Özkaya, Nicolas R. Gauger
Designing effective reward functions for model-free reinforcement learning under non-holonomic constraints remains a persistent challenge, often resulting in severe local minima su…
cs.CE2025★ 1 cited
Adjoint-Based Aerodynamic Shape Optimization with a Manifold Constraint Learned by Diffusion Models
Long Chen, Emre Oezkaya, Jan Rottmayer +3
We introduce an adjoint-based aerodynamic shape optimization framework that integrates a diffusion model trained on existing designs to learn a smooth manifold of aerodynamically v…
math.NA2016
Chaotic Behavior of Stiff ODEs and Their Derivatives: An Illustrative Example
Emre Özkaya, Nicolas R. Gauger, Anil Nemili
In the following, an illustrative example concerning difficulties in differentiating stiff ODEs is presented. In the given example, the solution of a completely deterministic syste…