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Dastawez Jahan-Numa

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Public health and medicine worldwide — sourced from WHO News.

Dastawez Jahan-Numa

Unified Uncertainty Quantification Framework Bridging Noisy Quantum Backends Across Variational Quantum Algorithms and Quantum Signal Processing

arXiv:2607.14392v1 Announce Type: new Abstract: We present an uncertainty quantification (UQ) framework for application level benchmarking and characterization of noisy quantum backends. The framework compares two worklo…

arXiv (cs)3h ago
Dastawez Jahan-Numa

An offline approach to fNIRS-guided reinforcement learning for robot behavior

arXiv:2607.14393v1 Announce Type: new Abstract: Human-in-the-loop Reinforcement Learning has become a popular approach to training, finetuning, and aligning robot behavior with user preferences. Our paper explores the fe…

arXiv (cs)3h ago
Dastawez Jahan-Numa

DRIFT: Direct Reduced Fourier Transforms for Distributed Spectral Neural Operators

arXiv:2607.14394v1 Announce Type: new Abstract: Fourier Neural Operators (FNOs) learn solution operators for partial differential equations and offer orders of magnitude speedup over traditional numerical solvers at infe…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Exploring Delay-based PUFs for Energy-Efficient Low-Overhead Security of Wearable Devices

arXiv:2607.14395v1 Announce Type: new Abstract: The Internet of Things (IoT) was introduced almost two decades ago. In the past two decades, technology has seen huge advancements. Many devices have become powerful and ha…

arXiv (cs)3h ago
Dastawez Jahan-Numa

CatalogAgent: A Supervisor-mediated Self-Learning System Enabling Context Engineering for GenAI Models

arXiv:2607.14396v1 Announce Type: new Abstract: Product catalogs are the backbone of e-commerce sites, yet a large number of structured attributes (SAs) -- such as material, color, and shape -- often have missing values.…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Model-Informed Joint Material-Structural Optimization of Hard-Magnetic Soft Materials

arXiv:2607.14397v1 Announce Type: new Abstract: This work develops a model-informed framework for predictive analysis and optimal design of hard-magnetic soft materials (hMSMs). These materials undergo contact-free, fiel…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Integration Matters: Rollout-Based Training for Constrained Diffusion Models

arXiv:2607.14398v1 Announce Type: new Abstract: Constrained generative models aim to produce samples that satisfy complex feasibility constraints while remaining faithful to the data distribution. Existing constrained ge…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Instrument Effects in Language-Model Honesty Evaluation: An Auditable Single-System Demonstration

arXiv:2607.14399v1 Announce Type: new Abstract: Evaluations of language-model honesty read the model's verdicts as evidence about the model. We test the instrument instead. We built a text-adventure world where the game …

arXiv (cs)3h ago
Dastawez Jahan-Numa

DS@GT ARC at LongEval: Citation Integrity and Factual Grounding in Scientific QA

arXiv:2607.14400v1 Announce Type: new Abstract: This paper describes DS@GT ARC's submission to the CLEF 2026 LongEval Task 4 on Retrieval-Augmented Generation (RAG). In this submission, we examine a divergence between tr…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Better Privacy Guarantees for Larger Groups

arXiv:2607.14406v1 Announce Type: new Abstract: Pujol and Desfontaines asked whether a private histogram can allow more error on larger counts and use that slack to protect members of larger groups more strongly. We stud…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Decision Making Needs Uncertainty Quantification [Lecture Notes]

arXiv:2607.14407v1 Announce Type: new Abstract: Many signal processing systems ultimately exist to {act}. Whenever the state variable that determines the action to be taken by a decision maker, or agent, is uncertain, th…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Reward-Free Evolving Agents via Pairwise Validator

arXiv:2607.14408v1 Announce Type: new Abstract: A self-evolving agentic loop repeatedly proposes a tweaked version of an agent (its prompt template or program) and accepts or rejects the change based on a per-iteration q…

arXiv (cs)3h ago
Dastawez Jahan-Numa

LATTICE: Graph Self-Supervised Learning for Multimodal Spatial Omics Integration

arXiv:2607.14410v1 Announce Type: new Abstract: Spatially resolved omics studies increasingly combine transcriptomic and epigenomic assays, yet downstream analysis is often still performed using single-modality pipelines…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Assessing Risks of Hydro-Generator Shaft Fatigue from Data Center Load Oscillations

arXiv:2607.14412v1 Announce Type: new Abstract: Large AI data center loads can introduce persistent sub-synchronous active-power oscillations that may impact nearby generators by exciting torsional modes and increasing s…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Settling The Round Complexity of Byzantine Agreement Against a Full-Information, Adaptive Adversary

arXiv:2607.14413v1 Announce Type: new Abstract: We prove that every randomized synchronous Byzantine Agreement protocol in the full-information, strongly adaptive adversary model, secure against $t$ corrupt parties, has …

arXiv (cs)3h ago
Dastawez Jahan-Numa

$K$-NeAS: Scalable Multi-Material CT Reconstruction Using Neural SDFs

arXiv:2607.14415v1 Announce Type: new Abstract: Computed Tomography (CT) carries significant ionizing radiation risks, driving the need for sparse-view reconstruction. Implicit scene representations (ISRs) address this b…

arXiv (cs)3h ago
Dastawez Jahan-Numa

CausalGraphX: A Counterfactual Graph Neural Network Framework for Explainable Systemic Risk Assessment

arXiv:2607.14416v1 Announce Type: new Abstract: The interconnected nature of global financial systems makes them vulnerable to systemic risks, where the failure of a few institutions can trigger catastrophic cascading de…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Adaptive Ad Load Design for Sponsored Search Markets: Evidence, Theory, and Deployment

arXiv:2607.14418v1 Announce Type: new Abstract: Ad-load design is a central supply-side decision in sponsored search: more sponsored slots can raise revenue, but may crowd out organic results and degrade user outcomes. W…

arXiv (cs)3h ago
Dastawez Jahan-Numa

HyperShadow: A Benchmark for Detecting 3D Projections of Higher-Dimensional Spatial Objects

arXiv:2607.14419v1 Announce Type: new Abstract: Machine-learning datasets labelled "4D" universally denote three spatial dimensions plus time. We introduce HyperShadow, the first public benchmark in which the fourth, fif…

arXiv (cs)3h ago
Dastawez Jahan-Numa

A Fast Quantitative Analyzer for NetKAT

arXiv:2607.14420v1 Announce Type: new Abstract: When designing a network, engineers must navigate trade-offs (e.g., one topology offers more aggregate bandwidth, another lower latency or better resilience) that demand re…

arXiv (cs)3h ago
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