Calibrating AI Models for Few-Shot Demodulation VIA Conformal Prediction

Keyphrases

• Demodulation 100%
• Demodulator 100%
• Few-shot 100%
• Artificial Intelligence Models 100%
• Conformal Prediction 100%
• Set-based 33%
• Numerical Results 33%
• Generation Mechanism 33%
• Intelligent Algorithm 33%
• Communication Systems 33%
• Data-limited 33%
• Communication Design 33%
• Learning-based 33%
• Set Size 33%
• Size Efficiency 33%
• Prediction Sets 33%
• Data Distribution 33%
• Epistemic Uncertainty 33%
• Unknown Data 33%
• Prediction Framework 33%
• Artificial Intelligent 33%
• Bayesian Learning 33%
• Model Nonlinearity 33%
• Addressing Model 33%
• Set Prediction 33%
• Intelligent Tools 33%
• Conventional Learning 33%
• Hardware Imperfections 33%
• Output Uncertainty 33%

Computer Science

• Conformal Prediction 100%
• Data Availability 33%
• Computer Hardware 33%
• Data Generation 33%
• Bayesian Learning 33%
• Prediction Framework 33%
• Conventional Learning 33%
• Data Distribution 33%

Engineering

• Demodulator 100%
• Demodulation 100%
• Communication System 33%
• Epistemic Uncertainty 33%
• Nonlinearity 33%