6 citations · 17 across the 5 of their papers we have counts for
3 papers · 1 filter
Recognizing and Verifying Mathematical Equations using Multiplicative Differential Neural Units
Ankur Mali, Alexander Ororbia, Daniel Kifer +1
Automated mathematical reasoning is a challenging problem that requires an agent to learn algebraic patterns that contain long-range dependencies. Two particular tasks that test th…
Large-Scale Gradient-Free Deep Learning with Recursive Local Representation Alignment
Alexander Ororbia, Ankur Mali, Daniel Kifer +1
Training deep neural networks on large-scale datasets requires significant hardware resources whose costs (even on cloud platforms) put them out of reach of smaller organizations,…
Lifelong Neural Predictive Coding: Learning Cumulatively Online without Forgetting
Alexander Ororbia, Ankur Mali, Daniel Kifer +1
In lifelong learning systems based on artificial neural networks, one of the biggest obstacles is the inability to retain old knowledge as new information is encountered. This phen…