29 citations · 99 across the 20 of their papers we have counts for
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cs.AI2019★ 10 cited
Inverse Rational Control with Partially Observable Continuous Nonlinear Dynamics
Saurabh Daptardar, Paul Schrater, Xaq Pitkow
Continuous control and planning remains a major challenge in robotics and machine learning. Neuroscience offers the possibility of learning from animal brains that implement highly…
cs.NE2019★ 6 cited
Improved memory in recurrent neural networks with sequential non-normal dynamics
A. Emin Orhan, Xaq Pitkow
Training recurrent neural networks (RNNs) is a hard problem due to degeneracies in the optimization landscape, a problem also known as vanishing/exploding gradients. Short of desig…
cs.AI2019★ 2 cited
Belief dynamics extraction
Arun Kumar, Zhengwei Wu, Xaq Pitkow +1
Animal behavior is not driven simply by its current observations, but is strongly influenced by internal states. Estimating the structure of these internal states is crucial for un…