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Dastawez Jahan-Numa

World News, Faithfully Reported

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Health

1301 stories

Public health and medicine worldwide — sourced from WHO News.

Dastawez Jahan-Numa

TopoMap: A Feature-based Discriminator of the Topographical Regions in the Test Input Space

arXiv:2509.03242v3 Announce Type: replace Abstract: Testing Deep Learning (DL)-based systems is an open challenge. Although it is relatively easy to find inputs that cause a DL model to misbehave, the grouping of such in…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Fast Multipole Method with Complex Coordinates

arXiv:2509.05458v3 Announce Type: replace Abstract: When solving problems of potential theory in unbounded layered media, recently developed integral equation methods rely on coordinate complexification to permit truncat…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Connecting Strategy Improvement, the Simplex Algorithm and Lopsidedness

arXiv:2509.16075v2 Announce Type: replace Abstract: The strategy improvement algorithm for mean payoff games and parity games is a local improvement algorithm, just like the simplex algorithm for linear programs. Their s…

arXiv (cs)21h ago
Dastawez Jahan-Numa

SAM-DCE: Decoupled Context Enhancement for Prompt-Free Medical Image Segmentation

arXiv:2509.16886v3 Announce Type: replace Abstract: The Segment Anything Model (SAM) is a promising foundation model for medical image segmentation, but its prompt-driven design is not directly suitable for fully automat…

arXiv (cs)21h ago
Dastawez Jahan-Numa

BrainPro: Process-conditioned Pretraining with Topographic Retrieval for Large EEG Models

arXiv:2509.22050v3 Announce Type: replace Abstract: EEG foundation models are pretrained on heterogeneous corpora, but two challenges remain underexplored: (1) experimental protocols provide mental-process cues that are …

arXiv (cs)21h ago
Dastawez Jahan-Numa

$\mathbf{R}^3$: Reconstruction, Raw, and Rain: Deraining Directly in the Bayer Domain

arXiv:2509.24022v3 Announce Type: replace Abstract: Image reconstruction from corrupted images is crucial across many domains. Most reconstruction networks are trained on post-ISP sRGB images, even though the image-signa…

arXiv (cs)21h ago
Dastawez Jahan-Numa

SDPose: Exploiting Diffusion Priors for Out-of-Domain and Robust Pose Estimation

arXiv:2509.24980v4 Announce Type: replace Abstract: Pre-trained diffusion models provide rich latent features across U-Net levels and are emerging as powerful vision backbones. While prior works such as Marigold and Lotu…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Hyperdimensional Probe: Decoding LLM Representations via Vector Symbolic Architectures

arXiv:2509.25045v4 Announce Type: replace Abstract: Despite their capabilities, Large Language Models (LLMs) remain opaque with limited understanding of their internal representations. Current interpretability methods ei…

arXiv (cs)21h ago
Dastawez Jahan-Numa

AFFORD2ACT: How Far Can Sparse Keypoints Go for Robot Manipulation?

arXiv:2510.01433v3 Announce Type: replace Abstract: Vision-based manipulation policies are commonly learned from rich visual observations, typically using dense visual features extracted from full resolution images. It r…

arXiv (cs)21h ago
Dastawez Jahan-Numa

HEHA: Bounded Suboptimal Planning for Constrained Routing and Its Use in Heterogeneous Multi-Robot Exploration of Unknown Environments

arXiv:2510.04161v2 Announce Type: replace Abstract: This paper considers the path planning problem for autonomous exploration of an unknown environment using multiple heterogeneous robots such as drones, wheeled, and leg…

arXiv (cs)21h ago
Dastawez Jahan-Numa

LARA-Gen: Enabling Continuous Emotion Control for Music Generation Models via Latent Affective Representation Alignment

arXiv:2510.05875v3 Announce Type: replace Abstract: Recent advances in text-to-music models have enabled coherent music generation from text prompts, yet fine-grained emotional control remains unresolved. We introduce LA…

arXiv (cs)21h ago
Dastawez Jahan-Numa

The Answer Lies Within: Self-Derived Rewards Enable Explainable Relation Extraction

arXiv:2510.06198v4 Announce Type: replace Abstract: Despite the remarkable reasoning capabilities of large language models, they still struggle with one-shot relation extraction without predefined relation labels. We ide…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Protecting De-identified Documents from Search-based Linkage Attacks

arXiv:2510.06383v3 Announce Type: replace Abstract: While de-identification models can help conceal the identity of the individuals mentioned in a document, they fail to address linkage risks, defined as the potential to…

arXiv (cs)21h ago
Dastawez Jahan-Numa

The Feature Understandability Scale for Human-Centred Explainable AI: Assessing Tabular Feature Importance

arXiv:2510.07050v3 Announce Type: replace Abstract: As artificial intelligence becomes increasingly pervasive and powerful, the ability to audit AI-based systems is growing in importance. However, explainability for arti…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Deterministic algorithms for inhomogeneous Bernoulli trials: Shapley value of network devices

arXiv:2510.07572v2 Announce Type: replace Abstract: Suppose that $n$ computer devices are to be connected to a network via inhomogeneous Bernoulli trials. The Shapley value of a device quantifies how much the network's v…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Sculpting the Latent Space: Disentanglement with WAE-MMD and Programmable Priors

arXiv:2510.11953v2 Announce Type: replace Abstract: Learning disentangled representations, where semantic features are independently captured in a latent space, is dominated by Variational Auto Encoders (VAE) and Adversa…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Adversarially Robust Few-Shot Anomaly Detection with Vision Foundation Models

arXiv:2510.13643v3 Announce Type: replace Abstract: Vision foundation models such as DINOv2 enable strong few-shot anomaly detection (FSAD) through simple non-parametric k-nearest-neighbor (k-NN) scoring over frozen patc…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Grid-Supervised Flow Refinement for Wireless Localization

arXiv:2510.14111v2 Announce Type: replace Abstract: This paper introduces FlowLoc, a framework for high-accuracy user equipment positioning from channel state information observed at multiple base stations. The input is …

arXiv (cs)21h ago
Dastawez Jahan-Numa

Memorizing Long-tail Data Can Help Generalization Through Composition

arXiv:2510.16322v2 Announce Type: replace Abstract: Deep learning has led researchers to rethink the relationship between memorization and generalization. In many settings, memorization does not hurt generalization due t…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Structured Temporal Causality for Interpretable Multivariate Time Series Anomaly Detection

arXiv:2510.16511v2 Announce Type: replace Abstract: Real-world multivariate time series anomalies are rare and often unlabeled. Additionally, prevailing methods rely on increasingly complex architectures tuned to benchma…

arXiv (cs)21h ago
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