2 papers
cs.LG2021
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…
cs.LG2020
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,…