Toward Learning Model-Agnostic Explanations for Deep Learning-Based Signal Modulation Classifiers

Keyphrases

• Learning Model 100%
• Deep Learning Methods 100%
• Signal Modulation 100%
• Signal Modulation Recognition 100%
• Modulation Classification 100%
• Model Explanation 100%
• Black Box 66%
• Two-state 33%
• Deep Learning 33%
• Evaluation Framework 33%
• Recent Advances 33%
• Model Prediction 33%
• State-of-the-art Techniques 33%
• Real Word 33%
• Local Linear 33%
• Signal Features 33%
• Human-Interpretable 33%
• Deep Learning Classifier 33%
• Model Reliability 33%
• Local Signal 33%
• Signal Sampling 33%
• Black-box Model 33%
• Explanation Evaluation 33%
• Quantitative Explanation 33%
• In-distribution 33%
• Subsequence 33%
• Class Activation Map 33%
• Interpretable Representation 33%
• Linear Surrogate Models 33%
• Explainable Methods 33%

Computer Science

• Signal Modulation 100%
• Deep Learning Method 100%
• Interpretability 16%
• Local Distribution 16%
• Decision Model 16%
• Model Prediction 16%
• Importance Value 16%
• Signal Sampling 16%

Chemical Engineering

• Deep Learning Method 100%