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Dastawez Jahan-Numa

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Public health and medicine worldwide — sourced from WHO News.

Dastawez Jahan-Numa

Convergence and efficiency proof of quantum imaginary time evolution for bounded order systems

arXiv:2506.03014v4 Announce Type: replace-cross Abstract: Many current and near-future applications of quantum computing utilise parametric families of quantum circuits and variational methods that can suffer from obstac…

arXiv (cs)1h ago
Dastawez Jahan-Numa

On the Existence of Consistent Adversarial Attacks in High-Dimensional Linear Classification

arXiv:2506.12454v2 Announce Type: replace-cross Abstract: What fundamentally distinguishes an adversarial attack from a misclassification due to limited model expressivity or finite data? In this work, we investigate thi…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Quantum matrix arithmetics with Hamiltonian evolution

arXiv:2510.06316v3 Announce Type: replace-cross Abstract: The efficient implementation of matrix arithmetic operations underpins the speedups of many quantum algorithms. We develop a suite of methods to perform matrix ar…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Nonlinear Dynamics In Optimization Landscape of Shallow Neural Networks with Tunable Leaky ReLU

arXiv:2510.25060v2 Announce Type: replace-cross Abstract: In this work, we study the nonlinear dynamics of a shallow neural network trained with mean-squared loss and leaky ReLU activation. Under Gaussian inputs and equa…

arXiv (cs)1h ago
Dastawez Jahan-Numa

The Alexander-Hirschowitz theorem for neurovarieties

arXiv:2511.19703v2 Announce Type: replace-cross Abstract: We study the dimension and identifiability of neurovarieties associated to polynomial neural networks. We give an independent geometric proof that the linear boun…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Group-averaged Markov chains II: tuning of group action in finite state space

arXiv:2512.13067v2 Announce Type: replace-cross Abstract: We study group-averaged Markov chains obtained by augmenting a $\pi$-stationary kernel $P$ with orbit kernels induced by a group action. We analyse the Gibbs ($G$…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Modeling Information Blackouts in Missing Not-At-Random Time Series Data

arXiv:2601.01480v3 Announce Type: replace-cross Abstract: Traffic forecasting systems rely on fixed sensor networks that frequently exhibit contiguous blackouts. Such outages are usually treated as ignorable missingness,…

arXiv (cs)1h ago
Dastawez Jahan-Numa

The Replicator-Optimization Mechanism: A Scale-Relative Formalism for Persistence-Conditioned Dynamics with a Conditional Consent-Friction Instantiation

arXiv:2601.06363v4 Announce Type: replace-cross Abstract: Persistence models often conflate propagation, survival, and cross-scale loss. The Replicator-Optimization Mechanism (ROM) is a replicator-mutator template separa…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Auditing Frozen-Encoder Anomaly Detection Across Mechanical Systems: Representation Provenance, Calibration, and Protocol Effects

arXiv:2601.11415v2 Announce Type: replace-cross Abstract: This version reports a reproducibility audit of the frozen-encoder experiments presented in version 1. The numerical discrimination results are reproducible from …

arXiv (cs)1h ago
Dastawez Jahan-Numa

Denoising the Deep Sky: Physics-Based CCD Noise Formation for Astronomical Imaging

arXiv:2601.23276v4 Announce Type: replace-cross Abstract: Astronomical imaging remains noise-limited under practical observing conditions. Standard calibration pipelines remove structured artifacts but largely leave stoc…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Persistent Entropy as a Detector of Phase Transitions

arXiv:2602.09058v2 Announce Type: replace-cross Abstract: Persistent entropy is a scalar summary of persistence barcodes widely used to detect regime changes, yet there is no account of when a structural change in a barc…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Observer-robust energy condition verification for warp drive spacetimes

arXiv:2602.18023v5 Announce Type: replace-cross Abstract: Whether a warp drive metric requires exotic matter is decided by energy conditions quantified over all observers, not only the Eulerian. Each of the null, weak, s…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Rethinking quantum smooth entropies: Tight one-shot analysis of quantum privacy amplification

arXiv:2603.04493v4 Announce Type: replace-cross Abstract: We introduce an improved one-shot characterisation of randomness extraction against quantum side information (privacy amplification), strengthening known one-shot…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Reconstruct! Don't Encode: Self-Supervised Representation Reconstruction Loss for High-Intelligibility and Low-Latency Streaming Neural Audio Codec

arXiv:2603.05887v2 Announce Type: replace-cross Abstract: Neural audio codecs optimized for mel-spectrogram reconstruction often fail to preserve intelligibility. While semantic encoder distillation improves encoded repr…

arXiv (cs)1h ago
Dastawez Jahan-Numa

A penalised Saito functional for heuristic search of free line arrangements

arXiv:2604.02995v3 Announce Type: replace-cross Abstract: We introduce the penalised Saito functional $\mathfrak S_{\lambda,\beta}(\mathcal{A};d_1,d_2)$ for a reduced arrangement $\mathcal{A}$ of $n$ lines and a prescrib…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Distributed Variational Quantum Linear Solver

arXiv:2604.14435v2 Announce Type: replace-cross Abstract: The Variational Quantum Linear Solver (VQLS), a hybrid quantum-classical algorithm for solving linear systems, faces a practical scalability bottleneck: the Linea…

arXiv (cs)1h ago
Dastawez Jahan-Numa

FedSPDnet: Geometry-Aware Federated Deep Learning with SPDnet

arXiv:2604.22494v2 Announce Type: replace-cross Abstract: We introduce two federated learning frameworks for the classical SPDnet model operating on symmetric positive definite (SPD) matrices with Stiefel-constrained par…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Eleven, twelve, and thirteen lonely runners

arXiv:2604.23906v2 Announce Type: replace-cross Abstract: Wills conjectured that, for any non-zero integers $u_1,\ldots,u_k$, there is a real number $t$ such that, for all $i=1,\ldots,k$, \[\lVert tu_i\rVert\geq\frac{1}{…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Mixed-dimensional quantum MacWilliams identity: Bounds for codes and absolutely maximally entangled states in heterogeneous systems

arXiv:2604.25790v2 Announce Type: replace-cross Abstract: As emerging quantum architectures evolve into heterogeneous networks combining different physical substrates, such as qubits for logic and higher-dimensional qudi…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Leakage-Audited Benchmarking Reveals Limited Evidence for Cross-Subject Auditory-Evoked EEG Vowel Perception Decoding

arXiv:2605.00865v4 Announce Type: replace-cross Abstract: We tested whether auditory-evoked EEG supports subject-independent five-vowel perception decoding when trial identity, model identity, prediction provenance, and …

arXiv (cs)1h ago
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