NetLLM
Description
SIGCOMM 2024 research adapting LLMs for networking tasks including adaptive bitrate streaming, viewport prediction, and job scheduling, with released code.
Resource details
- Category path
- General Tools›Research Projects & Academic Resources
- Classification
- Not yet classified
NetLLM is cataloged in General Tools and Research Projects & Academic Resources.
URL
Related resources
- Puffer (Stanford research study)Overview of Stanford's Puffer, a live production research platform with real users studying ML-driven adaptive bitrate algorithms.
- YTLive: A Dataset of Real-World YouTube Live Streaming SessionsAcademic dataset paper capturing real-world YouTube live streaming session traces for research use.
- Towards Practical Real-Time Neural Video Compression (DCVC-RT)CVPR 2025 paper on a neural video codec achieving 125fps at 1080p encode/decode with 21% bitrate savings versus H.266/VTM.
- GREEM: Measuring Energy Consumption of Video Encoding/DecodingOpen-source library for measuring energy consumption of video encoding and decoding, targeting sustainability-focused benchmarking.
- DRM Protected Dynamic Adaptive HTTP StreamingMMSys 2011 foundational paper proposing DRM extensions to DASH standard supporting pay-per-view and license change.
- FairPlay-iOS-DemoClient-side SPC/CKC FairPlay Streaming flow demo implementing Apple's FairPlay Streaming Programming Guide, MIT licensed.
- Testing DRM Playback Across Device FamiliesPractical guide and checklist for validating DRM playback matrices across different device families.
- Secure the Stream, Not the Hosts: Attribute-Based Encryption for DRM Enabled Video StreamingACM MMSys '25 paper proposing a novel attribute-based encryption DRM architecture for video streaming.
- MCML 4K UHD Video Quality Database10 reference and 240 distorted YUV sequences coded with AVC/HEVC/VP9 for UHD video quality research, with one-line download script.
- On the Current State of Interoperable Content Protection for OTTFraunhofer academic paper detailing CPIX format and encryptor/license-server reference architecture for multi-DRM OTT deployment.
- Membrane FrameworkElixir multimedia processing framework (GStreamer-inspired architecture) wrapping FFmpeg/GStreamer elements for RTSP/RTMP/HLS/WebRTC pipeli…
- EME Tools (CableLabs)CableLabs dash.js-based reference player with dedicated EME logging window for debugging encrypted media playback.