InterpretDL
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Contents:

  • Interpreters
    • Base Interpreter
    • Input Feature Based Interpreters
    • Intermediate-Layer Feature Interpreters
    • Dataset-Level Interpreters
  • Interpreter Trustworthiness Evaluation Metrics
  • Model Interpretability Evaluation Metrics
InterpretDL
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InterpretersΒΆ

  • Base Interpreter
    • Abstract Interpreter
    • Sub-abstract: Input Gradient Interpreter
    • Sub-abstract: Input Output Interpreter
    • Sub-abstract: Intermediate-Layer Interpreter
    • Sub-abstract: Transformer Interpreter
  • Input Feature Based Interpreters
    • Consensus
    • Gradient Shap
    • Integrated Gradients
    • LIME
    • GLIME
    • LIME With Global Prior
    • LRP
    • Occlusion
    • Smooth Gradients
    • Smooth Gradients V2
    • NormLIME
    • TAM
    • Generic Attention
    • Bidirectional Transformer Interpreter
  • Intermediate-Layer Feature Interpreters
    • Grad-CAM
    • Score CAM
    • Rollout
  • Dataset-Level Interpreters
    • Training Dynamics
    • Beyond Hand-designed Feature Interpreter
    • Forgetting Events
    • SGDNoise
    • TrainIng Data analYzer (TIDY)
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