Francesco Caso

Composable Sparse Subnetworks via Maximum-Entropy Principle

Neural networks implicitly learn class-specific functional modules. In this work, we ask: Can such modules be isolated and recombined? We introduce a method for training sparse networks that accurately classify only a designated subset of classes while remaining deliberately uncertain on all others,…