2 papers
cs.AI2021
Bob and Alice Go to a Bar: Reasoning About Future With Probabilistic Programs
David Tolpin, Tomer Dobkin
It is well known that reinforcement learning can be cast as inference in an appropriate probabilistic model. However, this commonly involves introducing a distribution over agent t…
stat.ML2020
Stochastic Probabilistic Programs
David Tolpin, Tomer Dobkin
We introduce the notion of a stochastic probabilistic program and present a reference implementation of a probabilistic programming facility supporting specification of stochastic…