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cs222-algorithm-project's Issues

Stage 2: CDRP Assembly

  • A clear formulation relates to the current settings of extracted CDRP models (pre)
    • The feasibility constraints for a candidate assembly (pre)
    • The accuracy metrics (pre)
    • The complexity metrics (pre)
  • An algorithm that solves the problems (pre)
  • Algorithm implementation
  • Assembled model evaluation

Paper Writing

  • Update proposal (pre)
  • Paper writing
    • Introduction
    • CDRP Decomposition and Clustering (pre-reuse)
    • CDRP Model Assembly (pre-reuse)
    • Implementation
      • Analysis
    • Related Work
  • Presentation Slides (pre)
    • CDRP Decomposition and Clustering
    • CDRP Model Assembly
    • Decomposition and Clustering Results
      • Analysis
    • Work in Progress

Stage 3: Improvements & Side Projects

  • Possible improvement on the filter pruning using the filter clustering in the CAPTOR
  • Model analysis with CDRP clustering
    • Internal mistake analysis
    • Boundary analysis with external dataset

Stage 1: CDRP Decomposition

  • Compute CDRPs for VGG-16 on multiple datasets (CIFAR-100 + ?) to extract Lambda vectors
    • Find another proper dataset that partially shares some labels
  • Run clustering on CDRPs based on Lambda vectors to obtain clusters (the covering set in stage 2)
  • Extract CDRP models for cluster centroids
  • Sanity check and analysis on clustered CDRP models
  • Perform the same operations on another model
    • Find another model developed on the second dataset

Everything in this stage should be accomplished before the presentation

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