Kenneth Tjhia

Reclaiming the Source of Programmatic Policies: Programmatic versus Latent Spaces

Recent works have introduced LEAPS and HPRL, systems that learn latent spaces of domain-specific languages, which are used to define programmatic policies for partially observable Markov decision processes (POMDPs). These systems induce a latent space while optimizing losses such as the behavior los…