581 citations · 1.8k across the 41 of their papers we have counts for
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cs.LG2015★ 2 cited
Semantics, Representations and Grammars for Deep Learning
David Balduzzi
Deep learning is currently the subject of intensive study. However, fundamental concepts such as representations are not formally defined -- researchers "know them when they see th…
cs.LG2015★ 21 cited
Compatible Value Gradients for Reinforcement Learning of Continuous Deep Policies
David Balduzzi, Muhammad Ghifary
This paper proposes GProp, a deep reinforcement learning algorithm for continuous policies with compatible function approximation. The algorithm is based on two innovations. Firstl…
cs.LG2015★ 3 cited
Deep Online Convex Optimization by Putting Forecaster to Sleep
David Balduzzi
Methods from convex optimization such as accelerated gradient descent are widely used as building blocks for deep learning algorithms. However, the reasons for their empirical succ…