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Classroom Contents
Learning Relaxed Belady for Content Distribution Network Caching
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- 1 Intro
- 2 Caching Remains Challenging
- 3 General Overview of our Approach
- 4 Generate Online Training Data
- 5 Solutions: Relaxed Belady Algorithm & Good Decision Ratio
- 6 Challenge: Hard to Mimic Belady (Oracle) Algorithm
- 7 Introducing the Relaxed Belady Algorithm
- 8 Good Decision Ratio: Directly Measures Eviction Decisions
- 9 Evaluate Design Decisions wlo Simulation
- 10 Past Information
- 11 Track Objects within a Sliding Memory Window
- 12 Sample Training Data & Label on Access or Boundary
- 13 ML Architecture
- 14 Solution 3: Feature & Model Selection
- 15 Eviction Candidates
- 16 Solution 4: Random Sampling for Eviction
- 17 Implementation
- 18 Evaluation Setup
- 19 Conclusion
