eBandit: eBPF Kernel-Level Network Monitoring with MAB ABR Selection

Description

Academic paper implementing kernel-level (eBPF/sockops) network monitoring combined with multi-armed-bandit ABR selection for adaptive streaming.

URL

• Visit resource

Related resources

• Common Media Client Data (CMCD)Original academic paper (ACM NOSSDAV 2021) introducing Common Media Client Data for streaming analytics, initial findings.
• ML-Driven Open-Source Framework for QoE in Multimedia NetworksEnd-to-end ML framework predicting and optimizing QoE from network conditions, based on ITU-T P.1203, code released open source.
• Content Steering: A Standard for Multi-CDN StreamingAcademic paper on the HLS/DASH Content Steering standard enabling multi-CDN traffic steering for streaming.
• Coffee: Cost-Effective Edge Caching for 360° Live VideoAcademic paper on predictive tile-prefetch edge caching for 360-degree live video streaming, achieving 76% backhaul traffic reduction.
• Improving Hierarchy Storage for Video Streaming in CloudAcademic paper proposing an algorithm to tier video segments by access frequency across cloud storage classes for streaming efficiency.
• Build a Self-Hosted CDN with OpenResty EdgeStep-by-step guide to building a self-hosted CDN using OpenResty Edge (LuaJIT edge gateway), from the OpenResty core team.
• jsDelivrProduction multi-CDN (Cloudflare+Fastly) delivery network with RUM+synthetic monitoring load balancer and dual-DNS failover architecture, o…
• Survive CDN Failures with Redundant StreamsTechnical deep-dive on client-side multi-CDN failover pattern using redundant streams with HLS.js.
• OpencastOpen-source platform for capturing, processing, managing and distributing academic video, with its own storage and distribution architectur…
• EdgeCDN-XKubernetes-native GitOps CDN with EdgeOTT-X for full ingest-to-playout OTT streaming, SR-IOV support, in production at Slovak Telekom (3Tbp…
• cXnExtensible open-source CDN with classic nginx→varnish→S3 edge cache architecture, MIT licensed.