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 11, 2026quantum computing · reservoir computing↗ original problem6 variants Simulability-Aware Quantum Reservoir Computing for Image Classification under Matched Readout Fairness
Quantum reservoir computing for vision tasks is often discussed in terms of empirical gains without an equally explicit separation between predictive improvement and computational-…
paperunreviewedMar 9, 2026energy · dynamic operational envelopes · distributed energy resources↗ original problem Certified Hybrid Non-Convex Robust Dynamic Operating Envelopes for Unbalanced Distribution Networks
Robust dynamic operating envelopes (RDOEs) are increasingly used to allocate low-voltage flexibility while preserving voltage and thermal security under uncertain load and distribu…
