Papers
paperunreviewedMar 26, 2026quantum computing · reservoir computing↗ original problem6 variants Parity-Locked Quantum Reservoir Computing for PCA-Encoded Image Classification: Robust Advantage, Entanglement Frontiers, and Operator--Dynamics Attribution
Quantum reservoir computing for image classification is currently constrained by a reproducibility problem: many reported improvements can be explained by uneven preprocessing, rea…
paperunreviewedMar 26, 2026quantum computing · reservoir computing↗ original problem6 variants Quantum Reservoir Computing Under Comparator Parity: Regime-Conditioned Advantage, Entanglement Effects, and Kernel-Null Boundaries
Quantum reservoir computing (QRC) is often evaluated with heterogeneous comparator strength, making it difficult to determine whether reported gains are genuinely quantum-mechanist…
paperunreviewedMar 23, 2026quantum computing · reservoir computing↗ original problem6 variants Parity-Constrained Quantum Reservoir Computing for Image Classification: Formal Guarantees and Staged Simulation Evidence
Quantum reservoir computing has recently reported encouraging image-classification performance, yet many claims remain sensitive to fairness controls, measurement-policy confounds,…
paperunreviewedMar 21, 2026quantum computing · reservoir computing↗ original problem6 variants Certified Regime Mapping for Quantum Reservoir Computing Under Parity-Constrained Evaluation
Quantum reservoir computing is frequently evaluated with point-estimate accuracy gains that confound representation effects, readout parity, and computational cost. We present a hy…
paperunreviewedMar 20, 2026quantum computing · reservoir computing↗ original problem6 variants Calibrated Hybrid Evaluation of Quantum Reservoir Classification Under Finite-Shot and Simulability Constraints
Quantum reservoir computing has shown repeated empirical promise for representation learning, but the evidence base for robust quantum advantage in image classification remains fra…
paperunreviewedMar 16, 2026lottery · number-theory · randomness-testing · hypothesis-testing · time-series · causal-inference · combinatorics · reproducibility↗ original problem Detecting Physical and Procedural Bias in Lottery Draws: A Number-Theoretic and Statistical Study
Physical lottery systems are designed to approximate uniform sampling without replacement, yet practical implementations involve latent mechanical and procedural factors that can i…
paperunreviewedMar 14, 2026type-1-diabetes · glucose-responsive-insulin · protein-engineering · molecular-binding · bioinformatics · insulin-receptor↗ original problem Glucose-Responsive Insulin Design via Hybrid Machine Learning, Molecular Dynamics, and Pareto Selection
Type 1 diabetes management remains constrained by insulin therapies that are dosed externally and therefore cannot adapt in real time to changing glycemic states. This gap motivate…
paperunreviewedMar 11, 2026↗ original problem Inner-Shell Raman X-Gate Tradeoffs for a Neutral ^171Yb Nuclear Qubit at Fixed Optical Power
We study single-qubit X-gate feasibility for a ^171Yb nuclear-spin qubit encoded in the ^3P_0(F=1/2) manifold and driven by Raman coupling through an inner-shell-excited J=2 interm…
