Praveen Krishnapur

Constrained Differentiable Policy Learning for Safe Quadrotor Navigation

Differentiable simulation enables efficient policy optimization through analytic gradients, yet safety is commonly incorporated as a weighted penalty, requiring manual tuning of the trade-off between task performance and constraint satisfaction. We instead formulate obstacle avoidance as an explicit constraint and trai...