We aim to design algorithms and efficient data structures for improving large-scale networked systems that efficiently utilize limited data plane resources while performing multiple telemetric tasks. CAA will advance the state-of-the-art at the intersection of networking, machine learning, and algorithms for automated decision making. Current foci include intelligent network analytics, anomaly detection, traffic engineering, and security.