3 citations · 8 across the 6 of their papers we have counts for
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cs.LG2022★ 1 cited
Adaptive Behavior Cloning Regularization for Stable Offline-to-Online Reinforcement Learning
Yi Zhao, Rinu Boney, Alexander Ilin +2
Offline reinforcement learning, by learning from a fixed dataset, makes it possible to learn agent behaviors without interacting with the environment. However, depending on the qua…
cs.LG2021★ 1 cited
A Relational Model for One-Shot Classification
Arturs Polis, Alexander Ilin
We show that a deep learning model with built-in relational inductive bias can bring benefits to sample-efficient learning, without relying on extensive data augmentation. The prop…