Research &
Software
Ordered first by topic, then by year.
Topics ordered in order of (personal) importance.
Sparse Neural Network Topologies
Multiple publications with MIT Beaver Works studying families of sparse neural network topologies exhibit expressive power comparable to dense counterparts. Seminal papers below.
- RadiX-Net: Structured Sparse Matrices for Deep Neural Networks
- Training Behavior of Sparse Neural Network Topologies (Best Paper Award, IEEE High Performance Computing Conference)
Biomathematics
The following work explores a mathematical model for the kinematics of IgG immune complexes binding to the surfaces of cells expressing Fcγ receptors. Done with the Meyer Lab at the Koch Institute for Integrative Cancer Research at MIT.
The paper.
Encoding SPAN Evolution via Blockchain
This work provides a procedure for tracking the evolution of a smartphone ad hoc area networks (SPANs) using frequent-collision blockchains with transient blocks. Done with Tiago Royer at the University of Chicago Department of Computer Science.
The paper and associated code.