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quant-ph2023★ 1 cited
Quantum Conformal Prediction for Reliable Uncertainty Quantification in Quantum Machine Learning
Sangwoo Park, Osvaldo Simeone
In this work, we aim at augmenting the decisions output by quantum models with "error bars" that provide finite-sample coverage guarantees. Quantum models implement implicit probab…
quant-ph2023
Time-Warping Invariant Quantum Recurrent Neural Networks via Quantum-Classical Adaptive Gating
Ivana Nikoloska, Osvaldo Simeone, Leonardo Banchi +1
Adaptive gating plays a key role in temporal data processing via classical recurrent neural networks (RNN), as it facilitates retention of past information necessary to predict the…