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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Interpreters
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Interpreters
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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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