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Dastawez Jahan-Numa

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Health

988 stories

Public health and medicine worldwide — sourced from WHO News.

Dastawez Jahan-Numa

VideoChat3: Fully Open Video MLLM for Efficient and Generalist Video Understanding

arXiv:2607.14935v1 Announce Type: new Abstract: Recent advances in video understanding have spanned motion, long video, and streaming interaction, driving this field toward real-world applications. Despite this progress,…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Confidence-based Ranking with Adaptive Sampling for Noisy Black-Box Optimisation

arXiv:2607.14936v1 Announce Type: new Abstract: Real-world optimization problems often involve black-box functions and uncertainties in their evaluation, widely referred to as noisy optimization problems (NOPs). Evolutio…

arXiv (cs)3h ago
Dastawez Jahan-Numa

A Minimal Interpretable Architecture for Zero-Shot Reconstruction of Dynamical Systems

arXiv:2607.14937v1 Announce Type: new Abstract: Recent foundation models (FMs) for zero-shot reconstruction of dynamical systems (DS) achieve strong out-of-domain generalization but provide little insight into the mechan…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Causal Inference for Sequential Settings under Interference and Latent Confounding

arXiv:2607.14940v1 Announce Type: new Abstract: We study causal inference under outcome interference for sequential, observational settings. Specifically, we consider settings where the binary outcomes over N units are M…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Frequency-Structured Field Learning for Light-Field Disparity Estimation

arXiv:2607.14941v1 Announce Type: new Abstract: Light-field disparity estimation requires global consistency in smooth or textureless regions and local precision near occlusion boundaries, thin structures, and abrupt dep…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Steering Robustness into World Action Models via Mechanistic Interpretability and Optimal Control

arXiv:2607.14943v1 Announce Type: new Abstract: World Action Models (WAMs) enable semantically- and physically-informed control but are brittle under distribution shift. In this work, we use mechanistic interpretability …

arXiv (cs)3h ago
Dastawez Jahan-Numa

Introspective Attention Modulation for Safe Text-to-Image Generation

arXiv:2607.14945v1 Announce Type: new Abstract: State-of-the-art flow based text-to-image (T2I) models exhibit remarkable generative abilities but remain vulnerable to producing unsafe content. Prior safety efforts range…

arXiv (cs)3h ago
Dastawez Jahan-Numa

DINE: Distance Is Not Enough -- Learning Global Deformation Priors for Robust Soft-Tissue Point Cloud Registration

arXiv:2607.14946v1 Announce Type: new Abstract: Non-rigid point cloud registration is central to soft-tissue shape analysis, but large deformations, noise, and outliers make correspondence estimation challenging. Most le…

arXiv (cs)3h ago
Dastawez Jahan-Numa

LongStraw: Long-Context RL Beyond 2M Tokens under a Fixed GPU Budget

arXiv:2607.14952v1 Announce Type: new Abstract: A growing gap separates inference context lengths from RL post-training: inference systems are approaching million-token contexts, while post-training workloads often remai…

arXiv (cs)3h ago
Dastawez Jahan-Numa

A Queueing-Stability Criterion for Causal IPD-QIM Network Flow Watermarking

arXiv:2607.14954v1 Announce Type: new Abstract: On multi-hop encrypted links such as Tor and cascaded VPNs, tunneling flattens packet lengths and protocol fields, leaving inter-packet delay (IPD) as the main carrier for …

arXiv (cs)3h ago
Dastawez Jahan-Numa

A Comprehensive History of $\mu$CRL and mCRL2

arXiv:2607.14956v1 Announce Type: new Abstract: This article gives a historical overview of the background, motivation and development of {\mu}CRL and its successor mCRL2, from the inception to the present. Both mCRL2 an…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach

arXiv:2607.14957v1 Announce Type: new Abstract: Online firestorms are rapid collective escalations of highly negative user-generated content and may cause substantial reputational and economic damage. Existing detectors …

arXiv (cs)3h ago
Dastawez Jahan-Numa

Multi-Axis Max@K Reinforcement Learning for Representative Diversity in Text-to-Image Generation

arXiv:2607.14962v1 Announce Type: new Abstract: Text-to-image (T2I) models can synthesize realistic, prompt-aligned images, yet samples generated for the same prompt often cover only a small subset of visually distinct m…

arXiv (cs)3h ago
Dastawez Jahan-Numa

U-shaped Multi-granularity Learning for Vision-Language Models

arXiv:2607.14966v1 Announce Type: new Abstract: The prompt learning paradigm for vision-language models is effective yet faces a granularity dilemma: global prompts lack fine-grained semantic awareness, while local promp…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Latent Trajectory Discrimination for AI-Generated Text Detection

arXiv:2607.14967v1 Announce Type: new Abstract: Most existing approaches to AI-Generated Text Detection (AIGTD) treat documents as static objects and base their decisions on aggregate statistics or globally compressed em…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Stitch-Inferencer: Enhance Endoscopic Video Segmentation and Tracking via Panoramic Reconstruction

arXiv:2607.14968v1 Announce Type: new Abstract: Surgical video understanding is fundamental to navigation systems. Endoscopic perception is often hindered by a limited field-of-view and frequent instrument occlusions, ma…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Explaining Process Control Optimisation Recommendations via GradientSHAP and Implicit Differentiation

arXiv:2607.14970v1 Announce Type: new Abstract: Automated optimisation is increasingly adopted in industrial processes, yet a trust gap persists between engineers who design these algorithms and operators who must act on…

arXiv (cs)3h ago
Dastawez Jahan-Numa

On Success and Simplicity: A Second Look at Transferable Vision-Language Attack Pipeline

arXiv:2607.14974v1 Announce Type: new Abstract: Vision-Language Pre-training Models (VLPMs) are known to be vulnerable to adversarial attacks. Recent transferable attacks on VLPMs have followed a common pipeline with com…

arXiv (cs)3h ago
Dastawez Jahan-Numa

CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models

arXiv:2607.14975v1 Announce Type: new Abstract: Channel foundation models (CFMs) are developing rapidly, with recent studies reporting benefits from pretraining across downstream wireless tasks. Yet CFMs are commonly eva…

arXiv (cs)3h ago
Dastawez Jahan-Numa

From Draft to Draft-Free: One-Step Video Object Removal via Privileged Distillation and Fast Planting

arXiv:2607.14976v1 Announce Type: new Abstract: Video object removal is a fundamental yet challenging task in video editing. Despite recent progress, existing methods typically fall into two categories. Traditional appro…

arXiv (cs)3h ago
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