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Dastawez Jahan-Numa

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Dastawez Jahan-Numa

Tamed Stochastic Gradient Hamiltonian Monte Carlo

arXiv:2607.14862v1 Announce Type: cross Abstract: In this paper, we propose a novel tamed stochastic gradient Hamiltonian Monte Carlo (tSGHMC) algorithm for sampling and stochastic optimization problems with superlinearl…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Measuring Spatial Clustering via Metropolis-Hastings Diffusion Distance

arXiv:2607.14880v1 Announce Type: cross Abstract: We propose a novel measure of the discrepancy between two probability distributions $f$ and $g$ on a graph - which we call the diffusion distance - that measures the rate…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Domain Adaptation of Mismatched Proximal Denoiser for Plug-and-Play Image Reconstruction

arXiv:2607.14894v1 Announce Type: cross Abstract: Plug-and-play proximal gradient descent (PnP-PGD) enables flexible image reconstruction by using denoisers as implicit priors. In practice, these denoisers are often depl…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Finite-Dimensional Feedback Stabilization of Nonautonomous Stochastic Parabolic Equations

arXiv:2607.14911v1 Announce Type: cross Abstract: We investigate finite-dimensional feedback stabilization for nonlinear nonautonomous stochastic parabolic equations driven by $Q$-Wiener, covering both additive and multi…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Optimal Design for Generalized Progressive Hybrid Censored Data via Constrained, Unconstrained, Compound, and Minimax Optimization

arXiv:2607.14926v1 Announce Type: cross Abstract: This paper studies the optimal design of Type-I generalized progressive hybrid censoring schemes for life-testing experiments. The design problem involves simultaneously …

arXiv (cs)3h ago
Dastawez Jahan-Numa

Optimal Self-Distillation for Rectified Flow via Linear Probing

arXiv:2607.14947v1 Announce Type: cross Abstract: Modern generative models are increasingly trained using model-generated signals, creating both opportunities for self-improvement and risks of collapse. We study optimal …

arXiv (cs)3h ago
Dastawez Jahan-Numa

LQCDMaster: Agentic Scientific Computing for Lattice Quantum Chromodynamics Research

arXiv:2607.15001v1 Announce Type: cross Abstract: Lattice quantum chromodynamics (LQCD) provides a first-principles framework for computing hadronic observables, but its practical use remains limited by the substantial e…

arXiv (cs)3h ago
Dastawez Jahan-Numa

cGAP: Generalized Association Plots with HOMALS-Guided Heatmaps for Visualization of High-Dimensional Categorical Data

arXiv:2607.15018v1 Announce Type: cross Abstract: High-dimensional categorical data arise in genetics, biomedicine, and the social sciences, yet visualization tools for such data remain far less developed than those for …

arXiv (cs)3h ago
Dastawez Jahan-Numa

ESAR: Event-Based Synthetic Aperture Reconstruction

arXiv:2607.15073v1 Announce Type: cross Abstract: Event cameras report asynchronous polarity events when changes in log--radiance exceed a fixed contrast threshold, producing signed temporal contrast measurements rather …

arXiv (cs)3h ago
Dastawez Jahan-Numa

The order of long rainbow arithmetic progressions

arXiv:2607.15116v1 Announce Type: cross Abstract: Let $T_k$ be the minimum positive integer $t$ such that, for every positive integer $n$, every equinumerous $t$-coloring of $[tn]$ contains a rainbow $k$-term arithmetic …

arXiv (cs)3h ago
Dastawez Jahan-Numa

Modular-CAPA-Based Communication Systems: Joint Activation and Beamforming Design

arXiv:2607.15148v1 Announce Type: cross Abstract: A modular continuous aperture array (CAPA)-based multi-user communication system is investigated, where only a portion of the aperture, namely sub-CAPAs, is activated to …

arXiv (cs)3h ago
Dastawez Jahan-Numa

Superadditivity for Entanglement-Assisted Communication

arXiv:2607.15151v1 Announce Type: cross Abstract: The entanglement-assisted capacity of a quantum channel admits an additive single-letter characterization, implying that joint encodings across channel uses cannot increa…

arXiv (cs)3h ago
Dastawez Jahan-Numa

LDGM-Based Quantum Codes for Fault-Tolerant Quantum Computation

arXiv:2607.15159v1 Announce Type: cross Abstract: We construct a new family of Calderbank-Shor-Steane (CSS) codes using the generator and parity-check matrices of Low-Density Generator Matrix (LDGM) codes, with row opera…

arXiv (cs)3h ago
Dastawez Jahan-Numa

SciPhy Reinforcement Learning for Portfolio Optimization

arXiv:2607.15195v1 Announce Type: cross Abstract: This paper introduces a dynamic portfolio optimization framework for large institutional investors using Scientific Physics-Informed Reinforcement Learning (SciPhyRL). Fo…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Subjective Risk Decomposition: A New View for Uncertainty Quantification

arXiv:2607.15196v1 Announce Type: cross Abstract: We present a novel viewpoint for uncertainty quantification. Uncertainty measures are not primitives, in need of axioms and argumentation, but instead consequences, of hi…

arXiv (cs)3h ago
Dastawez Jahan-Numa

SLT 2026 REAL-TSE Challenge: Real-world Target Speaker Extraction from Conversational Recordings

arXiv:2607.15198v1 Announce Type: cross Abstract: We introduce the REAL-TSE Challenge, an IEEE SLT 2026 satellite challenge on target speaker extraction~(TSE) from real conversational recordings. Given a multi-speaker mi…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Delocalization of bias in unadjusted Hamiltonian Monte Carlo and underdamped Langevin

arXiv:2607.15208v1 Announce Type: cross Abstract: Unadjusted samplers such as unadjusted Hamiltonian Monte Carlo and underdamped Langevin are well-known to be biased. Metropolis--Hastings adjustment has been conventional…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Stochastic binary networks with asymmetric and time-delayed interactions

arXiv:2607.15215v1 Announce Type: cross Abstract: Stochastic binary networks are widely used to describe collective dynamics in complex systems and to perform neuromorphic computation, yet realistic networks often contai…

arXiv (cs)3h ago
Dastawez Jahan-Numa

What does the model actually see? Evaluation protocols and input availability in data-driven prediction of room acoustic parameters

arXiv:2607.15243v1 Announce Type: cross Abstract: Machine-learnt models are increasingly used to predict ISO 3382-1 room acoustic parameters from sparse measurements, with reported coefficients of determination frequentl…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Analytic finite-rank corrections for singularly weighted estimates in a computer-assisted proof of 3D Euler singularity

arXiv:2607.15256v1 Announce Type: cross Abstract: Computer-assisted proofs of self-similar singularity formation for fluid equations often rely on numerically constructed approximate profiles. One effective approach to e…

arXiv (cs)3h ago
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