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Dastawez Jahan-Numa

World News, Faithfully Reported

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Health

1086 stories

Public health and medicine worldwide — sourced from WHO News.

Dastawez Jahan-Numa

TaLK: Text-attributed Graph Dataset Distillation via Coupling Language Model with Graph-Aware Kernel

arXiv:2606.22975v3 Announce Type: replace Abstract: Text-attributed graphs (TAGs) are widely used in many real-world domains, and learning on TAGs requires jointly modeling text semantics and graph structure. A standard …

arXiv (cs)44m ago
Dastawez Jahan-Numa

PIVOTSBench: Evaluating Fine-Grained Interpersonal Relationship Reasoning in Multimodal Large Language Models

arXiv:2606.23092v2 Announce Type: replace Abstract: Humans possess an innate ability to understand fine-grained interpersonal relationships, which is central to everyday social interactions. Although such reasoning is in…

arXiv (cs)44m ago
Dastawez Jahan-Numa

Can Language Model Agents be Helpful Circuit Explainers in Mechanistic Interpretability?

arXiv:2606.24026v2 Announce Type: replace Abstract: Mechanistic interpretability has made substantial progress in automatically localizing circuits, but explaining what localized components do remains labor-intensive and…

arXiv (cs)44m ago
Dastawez Jahan-Numa

The Web4 Agent Economy: A Large-Scale Empirical Study of the Landscape, Challenges, and Opportunities

arXiv:2606.25876v2 Announce Type: replace Abstract: The Internet is transitioning from Web3 toward Web4, where autonomous agents serve as independent economic actors. These agents can now hold crypto wallets, execute on-…

arXiv (cs)44m ago
Dastawez Jahan-Numa

Fourier--Hankel Moment Recovery in Acoustic Scattering: Multichannel Stabilization and Radial Interface Resolution

arXiv:2606.29678v4 Announce Type: replace Abstract: We study direct recovery of visible phase centers and concentric radial interfaces from full-aperture acoustic far-field data under the Born approximation. Two compleme…

arXiv (cs)44m ago
Dastawez Jahan-Numa

SABER-Math: Automated Benchmark for Information Retrieval Evaluation in Mathematics

arXiv:2606.29894v2 Announce Type: replace Abstract: As agentic AI systems tackle more complex mathematical tasks, they increasingly rely on information retrieval (IR) to search problem databases, theorem libraries, and e…

arXiv (cs)44m ago
Dastawez Jahan-Numa

Can LLM-as-a-Judge Reliably Verify Rubrics in Agentic Scenarios?

arXiv:2606.29920v2 Announce Type: replace Abstract: Rubric-based scoring has become a widely used paradigm in model evaluation, typically with LLM-as-a-Judge (LaaJ) for rubric scoring. However, the reliability of LaaJ fo…

arXiv (cs)44m ago
Dastawez Jahan-Numa

Reweighting Framewise Attention in Video Transformers for Facial Expression Understanding

arXiv:2606.30611v3 Announce Type: replace Abstract: Understanding facial expressions in videos requires modeling subtle and localized facial dynamics under unconstrained conditions. Although recent Vision Transformer (Vi…

arXiv (cs)44m ago
Dastawez Jahan-Numa

AdaBoosting Text Prompts for Vision-Language Models

arXiv:2607.00684v4 Announce Type: replace Abstract: The classification accuracy of pretrained Vision-Language Models (VLMs) relies on the quality of the text prompts. Handcrafted templates and Large Language Model (LLM)-…

arXiv (cs)44m ago
Dastawez Jahan-Numa

Hidden-Shot: Towards One-Shot Task Generalization for Low-Level Vision Generalist Models

arXiv:2607.01535v2 Announce Type: replace Abstract: Despite the intense engagement surrounding low-level vision generalist models, their effectiveness in zero/few-shot scenarios beyond learned tasks remains unverified. T…

arXiv (cs)44m ago
Dastawez Jahan-Numa

Personality Without Persons? A Psychometric Critique of Big Five Testing in Large Language Models

arXiv:2607.02325v2 Announce Type: replace Abstract: Human personality inventories are increasingly used to characterize large language models (LLMs), compare systems, and inform downstream governance claims. Yet, these i…

arXiv (cs)44m ago
Dastawez Jahan-Numa

Heaviside Continuity of Rolling Coefficients for Eliminating Epistemic Entropy in Large Language Models

arXiv:2607.04562v3 Announce Type: replace Abstract: Large language models (LLMs) generate fluent outputs that can be wrong. Unlike humans, who often exhibit cues when providing false information, LLMs produce errors that…

arXiv (cs)44m ago
Dastawez Jahan-Numa

SpCCL: A Sparsity-Aware Collective Communication Library for GPU Platforms

arXiv:2607.04676v2 Announce Type: replace Abstract: Collective communication is essential to high performance computing and machine learning workloads, yet libraries such as NCCL do not exploit sparsity in message payloa…

arXiv (cs)44m ago
Dastawez Jahan-Numa

What You See Is What You Get: Observation-Aligned Supervision for Chart-to-Code Generation

arXiv:2607.04726v4 Announce Type: replace Abstract: Chart-to-code generation is commonly trained through supervised fine-tuning on reference plotting scripts, implicitly treating the gold code as a fully observable targe…

arXiv (cs)44m ago
Dastawez Jahan-Numa

TopoBrick: Agentic Topology Sampling of Exogenous Variables for Zero-Shot Building IoT Forecasting

arXiv:2607.06349v2 Announce Type: replace Abstract: Building sensors are embedded in physical topology, spatial hierarchy, and operational context, yet existing forecasters often treat them as isolated time series or rel…

arXiv (cs)44m ago
Dastawez Jahan-Numa

Progression as Latent Drift: Generative Forecasting of Slow-Evolving Pathologies

arXiv:2607.08270v2 Announce Type: replace Abstract: Forecasting the future anatomy of slow-evolving neurodegenerative diseases could enable earlier, more targeted intervention and improve clinical trial design, but it re…

arXiv (cs)44m ago
Dastawez Jahan-Numa

Harness VLA: Steering Frozen VLAs into Reliable Manipulation Primitives via Memory-Guided Agents

arXiv:2607.08448v4 Announce Type: replace Abstract: Language-conditioned manipulation requires both precise contact-rich control and robust reasoning over language, scenes, and long horizons. End-to-end Vision-Language-A…

arXiv (cs)44m ago
Dastawez Jahan-Numa

Coevolution of self-replication and function in a digital primordial soup

arXiv:2607.09211v2 Announce Type: replace Abstract: While traditional evolutionary algorithms hard-code reproduction, self-replication can emerge spontaneously within digital ``primordial soups''. This paper investigates…

arXiv (cs)44m ago
Dastawez Jahan-Numa

Gauge dependence and structured-output corruption in sign-branched repetition penalties: measurements across models, inference stacks, and alternative repetitio…

arXiv:2607.09791v2 Announce Type: replace Abstract: The multiplicative repetition penalty shipped across the LLM inference ecosystem (HuggingFace, vLLM, llama$.$cpp, and a dozen further engines) branches on the sign of e…

arXiv (cs)44m ago
Dastawez Jahan-Numa

LLM Watermarking as Big Data Provenance: A Deployment-Oriented Systematization

arXiv:2607.10103v2 Announce Type: replace Abstract: As large language models (LLMs) become widely deployed, their outputs can be copied, transformed, and redistributed at scale without reliable evidence of origin, creati…

arXiv (cs)44m ago
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