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Dastawez Jahan-Numa

World News, Faithfully Reported

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Health

988 stories

Public health and medicine worldwide — sourced from WHO News.

Dastawez Jahan-Numa

Are Performance-Optimization Benchmarks Reliably Measuring Coding Agents?

arXiv:2607.01211v2 Announce Type: replace Abstract: Repository-level performance-optimization benchmarks such as GSO, SWE-Perf and SWE-fficiency evaluate coding agents by applying patches to real repositories and compari…

arXiv (cs)3h ago
Dastawez Jahan-Numa

MVFusion-GS: Motion-Variance Guided Temporal Attention for High-Quality Dynamic Gaussian Splatting

arXiv:2607.01578v2 Announce Type: replace Abstract: 3D Gaussian Splatting (3DGS) enables real-time novel view synthesis for static scenes. Extending it to dynamic scenes via deformation fields has recently attracted sign…

arXiv (cs)3h ago
Dastawez Jahan-Numa

ADP: Adversarial Dynamics Priors for Physically Grounded Humanoid Locomotion

arXiv:2607.03454v2 Announce Type: replace Abstract: In this paper, we propose Adversarial Dynamics Priors (ADP) for perturbation-resilient humanoid locomotion control. Existing motion prior-based methods induce natural m…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Directional Curvature from Armijo Backtracking: A Low-Cost Sharpness Probe and a Calibration-Free Learning-Rate Safeguard for Adam

arXiv:2607.03998v3 Announce Type: replace Abstract: The local sharpness of the loss, the top Hessian eigenvalue $\lambda_1$, determines the largest stable gradient step, but measuring it normally requires Lanczos or Hess…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Correctness, confidence, and context: Framing software assurance in the AI age

arXiv:2607.04667v2 Announce Type: replace Abstract: Software engineering has a complicated relationship with "correctness". We recognize the challenges of full formal rigor as well as many required properties beyond func…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Multi-Turn On-Policy Distillation with Prefix Replay

arXiv:2607.04763v2 Announce Type: replace Abstract: We study on-policy distillation (OPD) for agentic tasks, where an LLM agent interacts with an environment over multiple turns and a student imitates a teacher over thes…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models

arXiv:2607.05268v3 Announce Type: replace Abstract: Hyperbolic vision-language models are designed to encode abstraction geometrically: general concepts near the origin, specific ones farther out, and entailment cones re…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Ordering by Unanimity: Giving Applications Sequencing Rights Without Breaking Composability

arXiv:2607.06144v2 Announce Type: replace Abstract: Blockchain applications may have preferences over the order in which transactions execute: an automated market maker may use an external feed to price its liquidity, an…

arXiv (cs)3h ago
Dastawez Jahan-Numa

A framework for single and multi-agent human-AI curiosity ecosystems

arXiv:2607.06214v2 Announce Type: replace Abstract: This paper offers a framework for considering curiosity as an ecosystem. First, it suggests that a single agent's inquiry policy (how, when, and why an agent asks a que…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Doomed from the Start: Early Abort of LLM Agent Episodes via a Recall-Controlled Probe Cascade

arXiv:2607.06503v2 Announce Type: replace Abstract: Large language model (LLM) agents often waste inference compute by continuing multi-step trajectories that are already doomed to fail. We study early failure prediction…

arXiv (cs)3h ago
Dastawez Jahan-Numa

$(5+\epsilon)$-Approximation of Fr\'echet Distance in Strongly Subquadratic Time

arXiv:2607.06864v2 Announce Type: replace Abstract: We give randomized $(5+\epsilon)$-approximation algorithms for both the continuous and discrete Fr\'echet distances on arbitrary two polygonal curves $\tau$ and $\sigma…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Diarization-Guided Qwen-ASR Adaptation for Multilingual Two-Speaker Conversational Speech

arXiv:2607.08208v2 Announce Type: replace Abstract: This paper describes our self-designed system for Task 1 of the MLC-SLM 2026 Challenge for multilingual two-speaker conversational speech. The system combines a modular…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Native Video-Action Pretraining for Generalizable Robot Control

arXiv:2607.08639v2 Announce Type: replace Abstract: The advent of video-action models offers a promising path for robot control. Nevertheless, we argue that repurposing video generative models designed for digital conten…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Using AI-based Learning Assistants in Higher Education: A Large-Scale Descriptive Analysis

arXiv:2607.08748v2 Announce Type: replace Abstract: In this study, we present a large-scale descriptive analysis of the use of an AI-based learning assistant (Syntea) in higher education. Based on objective log data from…

arXiv (cs)3h ago
Dastawez Jahan-Numa

MedRealMM: A Real-World Multimodal Benchmark for Chinese Online Medical Consultation

arXiv:2607.09142v3 Announce Type: replace Abstract: Large language models (LLMs) are increasingly deployed in online medical consultation, yet existing benchmarks remain poorly aligned with real clinical practice. Many r…

arXiv (cs)3h ago
Dastawez Jahan-Numa

How Does Bayesian Causal Discovery Fail? Characterising Structural Consequences in Linear Gaussian Networks under Latent Confounding

arXiv:2607.09449v2 Announce Type: replace Abstract: Bayesian causal discovery is widely used for its ability to quantify epistemic uncertainty over directed acyclic graphs (DAGs) through posterior inference. However, its…

arXiv (cs)3h ago
Dastawez Jahan-Numa

From Raw IDs to Semantic Planning: How Recommender Systems Utilize Information at Scale

arXiv:2607.09540v3 Announce Type: replace Abstract: The evolution of recommender systems can be explored by asking how they utilize information at scale. Throughout most of the historical period under consideration durin…

arXiv (cs)3h ago
Dastawez Jahan-Numa

RASR: Range-Aware Scale Recovery for Metric UAV Navigation

arXiv:2607.09815v2 Announce Type: replace Abstract: A central challenge in image-goal UAV navigation under Global Navigation Satellite System (GNSS) denial is estimating metric distance and heading between current and go…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Workload-Driven Optimization for On-Device Real-Time Subtitle Translation

arXiv:2607.09957v2 Announce Type: replace Abstract: This report studies on-device English-to-Traditional-Chinese subtitle translation for Taiwan under short inputs, short outputs, batch-size-one inference, low latency, a…

arXiv (cs)3h ago
Dastawez Jahan-Numa

FindMyText: Robust, Scalable Detection of Text Containment in Large Web-Crawled Corpora

arXiv:2607.10020v2 Announce Type: replace Abstract: We present FindMyText, an open-source Python package designed to efficiently assess whether a given text appears, in part or in full, within a text corpus. The tool bui…

arXiv (cs)3h ago
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