Search Results for author: Sean Jaffe

Found 2 papers, 1 papers with code

Learning Neural Contracting Dynamics: Extended Linearization and Global Guarantees

1 code implementation12 Feb 2024 Sean Jaffe, Alexander Davydov, Deniz Lapsekili, Ambuj Singh, Francesco Bullo

Global stability and robustness guarantees in learned dynamical systems are essential to ensure well-behavedness of the systems in the face of uncertainty.

IDKM: Memory Efficient Neural Network Quantization via Implicit, Differentiable k-Means

no code implementations12 Dec 2023 Sean Jaffe, Ambuj K. Singh, Francesco Bullo

We also introduce a variant, IDKM with Jacobian-Free-Backpropagation (IDKM-JFB), for which the time complexity of the gradient calculation is independent of $t$ as well.

Efficient Neural Network Quantization

Cannot find the paper you are looking for? You can Submit a new open access paper.