Reading

Optional Readings

Machine Learning and Applications Networking

Routing or Computing? The Paradigm Shift Towards Intelligent Computer Network Packet Transmission Based on Deep Learning https://ieeexplore.ieee.org/document/7935536Links to an external site.

CherryPick: Adaptively Unearthing the Best Cloud Configurations for Big Data Analytics https://www.usenix.org/system/files/conference/nsdi17/nsdi17-alipourfard.pdf Links to an external site.

Network Adaptation

AuTO: Scaling Deep Reinforcement Learning for Datacenter-Scale Automatic Traffic Optimization http://www.cse.ust.hk/~kaichen/papers/sigcomm18-auto.pdf Links to an external site.

Learning Scheduling Algorithms for Data Processing Clusters https://arxiv.org/pdf/1810.01963.pdf Links to an external site.

Congestion Control: Models and Analysis

On Designing Improved Controllers for AQM Routers Supporting TCP Flows https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=916670 Links to an external site.

Rate Control for Communication Networks: Shadow Prices, Proportional Fairness and Stability https://link.springer.com/content/pdf/10.1057%2Fpalgrave.jors.2600523.pdf Links to an external site.