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Dastawez Jahan-Numa

World News, Faithfully Reported

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Health

1353 stories

Public health and medicine worldwide — sourced from WHO News.

Dastawez Jahan-Numa

Beyond Magnitude: Contrastive Routing for Modular Mixture-of-Experts

arXiv:2609.01100v1 Announce Type: new Abstract: In current Mixture-of-Experts architectures, routing is performed based on representations dominated by structure shared across all tokens, limiting expert specialization. …

arXiv (cs)1h ago
Dastawez Jahan-Numa

Neural Symbollic Regression Using Deep Learning and Sparse Modelling

arXiv:2609.01102v1 Announce Type: new Abstract: Symbolic Regression (SR) seeks to find succinct mathematical expressions that represent the fundamental relationships within data, providing interpretability and scientific…

arXiv (cs)1h ago
Dastawez Jahan-Numa

When Modality Gap Reduction Fails: Prediction-Level Hubness in CLIP

arXiv:2609.01103v1 Announce Type: new Abstract: Reducing the modality gap between image and text representations in CLIP is widely expected to improve cross-modal alignment and downstream performance. However, a smaller …

arXiv (cs)1h ago
Dastawez Jahan-Numa

Hints Help But Do They Teach? Evaluating Skills Transfer in Code Generation

arXiv:2609.01106v1 Announce Type: new Abstract: When a hint turns a failing generated program into a passing one, does it provide missing information or merely steer the model toward a solution it could already produce? …

arXiv (cs)1h ago
Dastawez Jahan-Numa

Symmetry Inheritance and Symmetry-Reduced Finite Element Analysis for Second-Order Linear Elliptic Problems with Robin Boundary Conditions

arXiv:2609.01107v1 Announce Type: new Abstract: A symmetry framework is developed for second-order linear elliptic equations subject to Robin boundary conditions on bounded domains. Orthogonal transformations of the doma…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Replicating TRACE: A Practitioner's Guide to Its Threshold and Particle Budget

arXiv:2609.01108v1 Announce Type: new Abstract: TRACE (Math & Lienhart, arXiv:2602.01135) reads causal graphs over event types out of a pretrained autoregressive sequence model by thresholding a per-position conditional-…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Griotte: Verified Compartmentalisation via Capabilities

arXiv:2609.01110v1 Announce Type: new Abstract: CHERIoT is a novel hardware-software co-design that leverages hardware capabilities to define a notion of compartment, in a minimalistic capability-based OS, CHERIoT RTOS. …

arXiv (cs)1h ago
Dastawez Jahan-Numa

ClinTraceBench: Source-Verifiable Longitudinal Clinical Reasoning over EHR-Derived Dialogues

arXiv:2609.01111v1 Announce Type: new Abstract: Clinical LLM assistants must reason over multi-visit patient trajectories, yet whether the compact history representations used to scale them---retrieval, structured timeli…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Generalized Tan-Arlery-Rabaste-Lehmann-Ovarlez Lower Bound on Ambiguity Function of a Set of Sequences With Mismatched Filters

arXiv:2609.01112v1 Announce Type: new Abstract: In this paper, a lower bound on the maximum ambiguity function (AF) sidelobes of a set of unimodular sequences is formulated for the desired low-ambiguity-zone (LAZ). Our m…

arXiv (cs)1h ago
Dastawez Jahan-Numa

EDRAC: Benchmarking Arabic Dialect Reading Comprehension

arXiv:2609.01113v1 Announce Type: new Abstract: Dialectal Arabic (DA) remains under-resourced compared to Modern Standard Arabic (MSA), particularly for machine reading comprehension (MRC) and question answering (QA). Ex…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Latent Recurrent Thoughts: Recurrent Refinement of Proposed Latents for Reasoning with Frozen LLMs

arXiv:2609.01117v1 Announce Type: new Abstract: Chain-of-thought reasoning unfolds in discrete token space: each step is committed as text, errors propagate, and eliciting good traces presupposes traces to imitate. Reaso…

arXiv (cs)1h ago
Dastawez Jahan-Numa

DNC-IMM: Early Lane-Change Intention Recognition via Neural Calibration Based on Driving Context Information

arXiv:2609.01120v1 Announce Type: new Abstract: Early recognition of lane-change intention is essential for proactive decision-making in autonomous driving and advanced driver assistance systems. This paper proposes a Du…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Sentinel-Based Failover for QKD-Augmented IPsec Tunnels

arXiv:2609.01121v1 Announce Type: new Abstract: Quantum-safe IPsec through hybrid key establishment is practical, but creates a critical operational challenge: how to maintain tunnel availability when the QKD infrastruct…

arXiv (cs)1h ago
Dastawez Jahan-Numa

P-PatchDiff: Progressive Patch Diffusion Models for Low-light Image Enhancement

arXiv:2609.01123v1 Announce Type: new Abstract: Recent advancements in low-light image enhancement have leveraged diffusion models for their strong ability to generate perceptually realistic, detailed images. Patch diffu…

arXiv (cs)1h ago
Dastawez Jahan-Numa

When Does Online Adaptation Pay on the Edge? A Leakage-Free Evaluation of Warmup, Learning-Rate Selection, and Resource Trade-offs for Time-Series Forecasting

arXiv:2609.01126v1 Announce Type: new Abstract: Online adaptation can help edge time-series forecasting under distribution drift, but its measured benefit is sensitive to evaluation choices. We study six public multivari…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Scaled Idempotence in Transformer Attention: Paired OV Geometry and Shared-Value Algebras

arXiv:2609.01129v1 Announce Type: new Abstract: We identify a recurrent algebraic regularity in Transformer attention: a sparse subset of effective OV operators $T=OV^\top$ nearly closes under composition, $T^2\approx\al…

arXiv (cs)1h ago
Dastawez Jahan-Numa

From Source Reconstruction to Predictive State Preservation: An Information-Theoretic Framework for AI-Native Communication

arXiv:2609.01131v1 Announce Type: new Abstract: AI-native communication increasingly aims to support prediction rather than reproduce every detail of the source. This shift raises a basic question left implicit by conven…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Overfitting Mitigation via Singular Value Decomposition in Minimum Bayes Risk Decoding

arXiv:2609.01135v1 Announce Type: new Abstract: Minimum Bayes Risk (MBR) decoding enables high-quality text generation by selecting the hypothesis that maximizes a utility metric over sampled pseudo-references. However, …

arXiv (cs)1h ago
Dastawez Jahan-Numa

Different Changes Require Different Reasoning: Change-Type-Specialized Experts for Robust Change Captioning

arXiv:2609.01136v1 Announce Type: new Abstract: Change captioning is the task of generating natural language descriptions that explain the changes between a pair of images. Although different change types (e.g., color sh…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Does task decomposition improve automatic NLG evaluation?

arXiv:2609.01139v1 Announce Type: new Abstract: The LLM-as-a-judge (LLMaJ) framework has emerged as a promising solution for cheap, reproducible, reference-free Natural Language Generation (NLG) evaluation. Prior work se…

arXiv (cs)1h ago
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