ML & Networking

• Networks of Machine Learning, for Machine Learning, by Machine Learning

• Categorize by applications

  • Congestion control

    • TCP ex Machina: Computer Generated Congestion Control

    • A Deep Reinforcement Learning Perspective on Internet Congestion Control

    • Pantheon: the training ground for internet congestion control research

  • Scheduling

    • Learning scheduling algorithms for data processing clusters

  • Video streaming

    • Neural Adaptive Video Streaming with Pensieve

    • Learning in situ: a randomized experiment in video streaming (Fugu)

    • Cracking open the DNN black-box: video analytics with DNNs across the camera-cloud boundary

    • Self-driven video streaming for deep learning inference

  • Other

    • Neural Packet Classification