← Search

Tom Van de Wiele

2 accepted papers

2020

Fast Task Inference with Variational Intrinsic Successor Features

ICLR 2020talk

It has been established that diverse behaviors spanning the controllable subspace of a Markov decision process can be trained by rewarding a policy for being distinguishable from other policies. However, one limitation of this formulation is the difficulty to generalize beyond the finite set of beha…

Cited by 203Source ↗Scholar ↗
2019

Unsupervised Control Through Non-Parametric Discriminative Rewards

ICLR 2019poster

Learning to control an environment without hand-crafted rewards or expert data remains challenging and is at the frontier of reinforcement learning research. We present an unsupervised learning algorithm to train agents to achieve perceptually-specified goals using only a stream of observations and…

Cited by 201Source ↗PDF ↗Scholar ↗