30 citations · 30 across the 2 of their papers we have counts for
3 papers
State-Reification Networks: Improving Generalization by Modeling the Distribution of Hidden Representations
Alex Lamb, Jonathan Binas, Anirudh Goyal +5
Machine learning promises methods that generalize well from finite labeled data. However, the brittleness of existing neural net approaches is revealed by notable failures, such as…
Discrete Event, Continuous Time RNNs
Michael C. Mozer, Denis Kazakov, Robert V. Lindsey
We investigate recurrent neural network architectures for event-sequence processing. Event sequences, characterized by discrete observations stamped with continuous-valued times of…
How deep is knowledge tracing?
Mohammad Khajah, Robert V. Lindsey, Michael C. Mozer
In theoretical cognitive science, there is a tension between highly structured models whose parameters have a direct psychological interpretation and highly complex, general-purpos…