4 citations · 8 across the 3 of their papers we have counts for
3 papers
cs.LG2022
Concept-modulated model-based offline reinforcement learning for rapid generalization
Nicholas A. Ketz, Praveen K. Pilly
The robustness of any machine learning solution is fundamentally bound by the data it was trained on. One way to generalize beyond the original training is through human-informed a…
cs.NE2019★ 4 cited
Attention-Based Structural-Plasticity
Soheil Kolouri, Nicholas Ketz, Xinyun Zou +2
Catastrophic forgetting/interference is a critical problem for lifelong learning machines, which impedes the agents from maintaining their previously learned knowledge while learni…
cs.LG2019★ 4 cited
Continual Learning Using World Models for Pseudo-Rehearsal
Nicholas Ketz, Soheil Kolouri, Praveen Pilly
The utility of learning a dynamics/world model of the environment in reinforcement learning has been shown in a many ways. When using neural networks, however, these models suffer…