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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

Can LLMs Normalize Databases? A Benchmark and Multi-Agent Framework for Schema Normalization

arXiv:2609.11141v2 Announce Type: replace Abstract: Large Language Models (LLMs) are increasingly used to generate structured outputs, but their reliability remains unclear when those outputs must satisfy database-level …

arXiv (cs)21h ago
Dastawez Jahan-Numa

PatchRisk: Forecasting Future Vulnerability Exposure in Open-Source Dependency Networks

arXiv:2609.13719v2 Announce Type: replace Abstract: Open-source software ecosystems are web-scale dependency networks. A downstream package can become exposed to security risk not because its own source code changes, but…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Making AI-Assisted Claims Independently Challengeable: Publication Authority and a Protocol for Falsifiable Publication Records

arXiv:2609.17631v2 Announce Type: replace Abstract: AI-assisted claims can appear authoritative when evidence, analysis, human authorization, presentation, and correction history describe different states. We develop Pub…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Unified Response Geometry for Structured Pruning

arXiv:2609.18239v2 Announce Type: replace Abstract: Structured pruning is commonly formulated as ranking individual channels, although channel responses can be complementary or cancel through downstream mixing. Motivated…

arXiv (cs)21h ago
Dastawez Jahan-Numa

NormLift: From Lifted Features To Semantic Reliability In 3D Gaussian Splatting

arXiv:2609.18898v2 Announce Type: replace Abstract: Training-free weighted aggregation is widely used to lift 2D semantic features onto 3D Gaussians for open-vocabulary scene understanding, yet its theoretical role remai…

arXiv (cs)21h ago
Dastawez Jahan-Numa

rMuscle: Robotic Muscle Memory for Efficient Vision-Language-Action Model Inference

arXiv:2609.19104v3 Announce Type: replace Abstract: Factory work is a promising early scenario for embodied AI: assigning repetitive manual jobs to robots has clear economic payoff, and a structured station keeps the job…

arXiv (cs)21h ago
Dastawez Jahan-Numa

XIR: A Framework for Interoperability across Cross-Chain Protocols Based on a Verifiable Intermediate Representation

arXiv:2609.20010v4 Announce Type: replace Abstract: Cross-chain protocols enable applications to exchange messages across blockchains. Under point-to-point configurations, communication depends on a direct connection bet…

arXiv (cs)21h ago
Dastawez Jahan-Numa

A Multi-Engine Dataflow for MoE Decoding on AWS Tranium

arXiv:2609.21137v4 Announce Type: replace Abstract: Mixture-of-Experts (MoE) decoding on scratchpad-based tensor accelerators (STA) is dominated by moving expert weights while the compute engines sit idle. This traffic i…

arXiv (cs)21h ago
Dastawez Jahan-Numa

MixiMotion: One-Step Text-to-Motion Generation via Asymmetric Set Distillation

arXiv:2609.23010v2 Announce Type: replace Abstract: Iterative text-to-motion generation delivers high-quality and semantically aligned motions but requires multiple network evaluations, resulting in substantial inference…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Beyond Appearance Shifts: Task-Semantic Action Calibration for VLA Models

arXiv:2609.23650v2 Announce Type: replace Abstract: Vision-language-action (VLA) models have achieved strong performance in embodied manipulation, but still struggle to distinguish between changes that should preserve be…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Stress-Testing Structure-Aware Calibration of Malware Graph Neural Networks under Type Shift

arXiv:2609.28517v2 Announce Type: replace Abstract: Post-hoc malware calibrators can condition confidence on graph structure, but their structural inputs may leave the support represented by validation data under malware…

arXiv (cs)21h ago
Dastawez Jahan-Numa

HarnessPAI: An Evolving Harness for Physical AI

arXiv:2609.29166v2 Announce Type: replace Abstract: Physical AI aims to build embodied agents that perceive the world, understand and reason about it, and decide how to act. Yet the field has focused primarily on the las…

arXiv (cs)21h ago
Dastawez Jahan-Numa

An auditable conditional-strategy framework for open-ended decision-making in complex lung cancer

arXiv:2609.29381v2 Announce Type: replace Abstract: Complex lung cancer decisions can involve several defensible pathways whose eligibility, sequencing and safety depend on unresolved information. Effective support must …

arXiv (cs)21h ago
Dastawez Jahan-Numa

Measuring Healthcare Accessibility and Resilience for Smart and Connected Rural Communities: A Florida Panhandle Case Study

arXiv:2609.29639v3 Announce Type: replace Abstract: Rural communities in the United States face persistent healthcare disparities, with fewer providers and facilities, longer trips to care, lower health literacy, and wea…

arXiv (cs)21h ago
Dastawez Jahan-Numa

PolyUMI: Accessible Visual-Tactile-Audio Data Collection for Object Inference and Manipulation

arXiv:2609.29760v2 Announce Type: replace Abstract: Humans typically rely on vision, touch, hearing, and proprioception to perceive contact and adapt their actions during manipulation. Providing robots with comparable re…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Hull Games of Induced Path Convexities in Graphs

arXiv:2609.30302v3 Announce Type: replace Abstract: In 1984, Frank Harary introduced the first convexity games in graphs, all of them based on the geodesic convexity, which is the graph convexity related to shortest path…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Moment Ambiguity and the Limits of Robust Stochastic Optimization

arXiv:2609.31090v3 Announce Type: replace Abstract: We study fundamental information-theoretic limits of robust stochastic optimization when the distribution is known only through its exact moment sequence. We develop a …

arXiv (cs)21h ago
Dastawez Jahan-Numa

AxonSynth: Domain-Randomized Synthetic Data for Zero-Shot 3D Axon Segmentation in Light-Sheet Microscopy

arXiv:2609.31431v3 Announce Type: replace Abstract: Accurate segmentation of axons in 3D microscopy data is important for analyzing white-matter organization, but dense ground truth labels are expensive to obtain. Existi…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Agentic Video Understanding: A Survey

arXiv:2609.31713v2 Announce Type: replace Abstract: As large language models (LLMs) become capable of processing increasingly diverse modalities and longer temporal contexts, an emerging line of work is moving beyond fix…

arXiv (cs)21h ago
Dastawez Jahan-Numa

EyeVQA: Benchmarking Ophthalmic Vision-Language Models from Recognition to Spatial Grounding

arXiv:2609.32352v3 Announce Type: replace Abstract: Vision-language models (VLMs) have shown increasing potential for medical image understanding, yet their capabilities in ophthalmic imaging remain insufficiently charac…

arXiv (cs)21h ago
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