Differentiable Optimization Layered Safety-Critical Control for Risk-Aware Navigation via Conformal Prediction

In three linesSafety-critical control method for autonomous navigation in unknown environments. Uses conformal prediction to generate risk-aware obstacle ellipsoids accounting for sensor uncertainty, then two nested differentiable optimization layers to build control barrier functions. Validated through numerical simulations.

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