Pascal Cerfontaine

contrastive learning · domain adaptation · representation learning · reinforcement learning · active learning · surrogate modeling · equivariant neural networks · symmetry exploitation · scientific ML · autoencoders · latent space representations · generative modeling · electron shuttling · valley splitting · error-corrected quantum memory · qubits · physics-informed neural networks · PDE solvers · operator learning · Hamiltonian dynamics · symmetry constraints · quantum modeling · decoherence · semiconductor nanostructures · device implementation