Research Network Traffic Transformer Transformer architecture to learn network dynamics. Multi-Label News Classification Text transformer for hierarchical label classification. FRR - P4 Integrated Super - Node Linux control planes with programmble P4 dataplanes. Misc. Automated Certificate Management Environment Self-contained functional ACME client in Python. Inductive Biases in CNNs and Transformers Correlating performance to inductive biases. Maximizing Flows in Cross Traffic Networks Programmable networks to minimize packet drops.