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Dastawez Jahan-Numa

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Health

1353 stories

Public health and medicine worldwide — sourced from WHO News.

Dastawez Jahan-Numa

Behavioral Memory under Symmetry in One-Way Quantum Automata

arXiv:2609.01451v1 Announce Type: new Abstract: Under compact symmetry, observable behavior reduces to an invariant operator algebra, but its dimension is not yet classical memory: some coordinates are dynamically frozen…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Does Imitation Learning Preserve Temporal Robustness in Dexterous Manipulation? An Expert-Learner Comparison Across Task Execution Speeds

arXiv:2609.01453v1 Announce Type: new Abstract: Dexterous manipulation policies learned by imitation are typically evaluated for robustness to variation in scenes, objects, or instructions, but their performance across t…

arXiv (cs)1h ago
Dastawez Jahan-Numa

When Safety Routing Breaks: Understanding Alignment Fragility under Benign Fine-Tuning

arXiv:2609.01455v1 Announce Type: new Abstract: Benign fine-tuning severely weakens the safety alignment of large language models (LLMs), so we study why refusal behavior is so fragile. While prior work often attributes …

arXiv (cs)1h ago
Dastawez Jahan-Numa

AutoConcept: Training-Free Concept-Guided Reranking for Metadata-Available Composed Image Retrieval

arXiv:2609.01456v1 Announce Type: new Abstract: Composed image retrieval (CIR) retrieves a target image from a reference image and a text modification. This paper studies metadata-available CIR reranking, where a fixed C…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Just Talk Once: Communication-Efficient Split Federated LLM Fine-Tuning on Edge Devices

arXiv:2609.01457v1 Announce Type: new Abstract: Large language model (LLM) fine-tuning is increasingly shifting toward data generated on edge devices, where memory, computation, bandwidth, and connectivity constraints ma…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Better Situational Awareness in AR-HRC? A Comparative Study of Augmented Reality and Mobile Interfaces for Human-Robot Collaboration

arXiv:2609.01461v1 Announce Type: new Abstract: Augmented reality (AR) facilitates human-robot collaboration (HRC) by enabling in-situ spatial visualizations of the robot and the joint task. However, in safety-critical H…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Mobile Backscatter Communication for the Battery-less Internet of Things

arXiv:2609.01465v1 Announce Type: new Abstract: We enable backscatter communication in the battery-less mobile Internet of Things (IoT). Backscatter communication is extensively studied in static settings. Existing desig…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Parsing the Stream: A Live Trace Model for Long-Horizon Agents and Their Observers

arXiv:2609.01466v1 Announce Type: new Abstract: A long-horizon agent's trace outgrows both of its consumers: the human observer monitoring the run, and the agent itself, whose bounded context the trace must be folded bac…

arXiv (cs)1h ago
Dastawez Jahan-Numa

SVP Is NP-Hard for Some Rank-2 Cyclotomic Modules

arXiv:2609.01469v1 Announce Type: new Abstract: Let $q$ range over primes congruent to $3$ modulo $4$. Let $\zeta_q$ be a primitive $q$th root of unity, and put $K=\mathbb{Q}(\zeta_q)$, with ring of integers $\mathcal{O}…

arXiv (cs)1h ago
Dastawez Jahan-Numa

RadMatch: Auditable Radiology Report Evaluation via Finding-Level Matching

arXiv:2609.01470v1 Announce Type: new Abstract: As AI systems are increasingly used to draft radiology reports, reliably evaluating their clinical quality remains a critical challenge. Large language model (LLM)-based me…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Efficient K-Visibility Query in Polygons

arXiv:2609.01472v1 Announce Type: new Abstract: This paper investigates $k$-visibility, where a line of sight can penetrate up to $k$ obstacles. While computing the $k$-visibility polygon from a single query point is wel…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Binary Multiple-Node-Erasure-Correcting Codes over Complete Graphs: Constructions, q-Ary Metric Balls, and Duality

arXiv:2609.01474v1 Announce Type: new Abstract: We study linear codes whose coordinates are the ordinary edges and self-loops of complete undirected graphs; a node erasure removes all coordinates incident with a failed v…

arXiv (cs)1h ago
Dastawez Jahan-Numa

The Role of Collective Perception and 5G NR-V2X Sidelink in Road Safety

arXiv:2609.01478v1 Announce Type: new Abstract: Vehicles and roadside infrastructure are increasingly equipped with sensors capable of perceiving their surroundings. Sharing this information through vehicle-to-everything…

arXiv (cs)1h ago
Dastawez Jahan-Numa

CameraEditor: Camera-Controlled Image Editing via Video-Prior Sequential Modeling

arXiv:2609.01479v1 Announce Type: new Abstract: Beyond semantic content, camera parameters play a pivotal role in dictating the geometric perspective and appearance of any given image. While recent image editing models e…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Harness-of-Harness: Multi-Day Autonomous Software Development with Continual Improvement

arXiv:2609.01481v1 Announce Type: new Abstract: This paper studies autonomous software development, in which LLM-based coding agents transform high-level requirements into complete, functional, and usable software system…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Defense-as-Skill: Evolving Runtime Guard Skill for Skill-Augmented Agents

arXiv:2609.01487v1 Announce Type: new Abstract: Skill-augmented agents load reusable skills as persistent runtime context, improving task performance but also giving malicious skills a durable channel for steering future…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Faster Convergence of Multidimensional Approximate Agreement via Smallest Enclosing Balls

arXiv:2609.01490v1 Announce Type: new Abstract: This work considers the multidimensional approximate agreement problem. In this problem, $n$ parties in a distributed system, up to $t$ of which may be corrupted by a Byzan…

arXiv (cs)1h ago
Dastawez Jahan-Numa

GlossoGen: Emergent Language in Complex Multi-Agent LLM Interactions

arXiv:2609.01491v1 Announce Type: new Abstract: The growing rate at which LLM agents interact with one another raises key questions about language evolution in multi-LLM-agent settings, with implications for safety and m…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Rethinking Learnability in Offline Data-driven Optimization

arXiv:2609.01493v2 Announce Type: new Abstract: Black-Box Optimization (BBO) has broad applications, while traditional algorithms such as evolutionary algorithms and Bayesian optimization face efficiency challenges as re…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Optimizing Byzantine Node Placement in Decentralized Federated Learning

arXiv:2609.01495v1 Announce Type: new Abstract: Security evaluations of decentralized federated learning (DFL) typically focus on how Byzantine participants behave, while largely overlooking which participants are compro…

arXiv (cs)1h ago
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