Projects

Projects

My open-source verification tools for neural network robustness certification.

🎯 WraLU

Fast and Precise ReLU Hull Approximation

10X-10⁶X faster verification with 50% fewer constraints. Published at POPL’24.

WraLU: Fast and Precise ReLU Hull Approximation
🚀 WraAct

Convex Hull Approximation for General Activation Functions

400X faster with 150X better precision and 50% fewer constraints. Published at OOPSLA’25.

WraAct: Convex Hull Approximation for General Activation Functions