2 papers
cs.LG2026
dOPT: Differentiating Conic Optimization via Geometric Reduction
Fengyu Yang, Connor W. Magoon, Tyler Watts +1
Optimization layers enable the incorporation of structured constraints and decision problems into learning systems. Training such systems requires differentiating through the embed…
cs.LG2024
Differentiation Through Black-Box Quadratic Programming Solvers
Connor W. Magoon, Fengyu Yang, Noam Aigerman +1
Differentiable optimization has attracted significant research interest, particularly for quadratic programming (QP). Existing approaches for differentiating the solution of a QP w…