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Dastawez Jahan-Numa

World News, Faithfully Reported

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Health

1241 stories

Public health and medicine worldwide — sourced from WHO News.

Dastawez Jahan-Numa

Membership Inference Attack on Private Evolution

arXiv:2610.30514v1 Announce Type: new Abstract: Synthetic Data Generation (SDG) is an actively studied way to enable safe sharing of private data more broadly. Inference-only SDG methods, such as Private Evolution (PE), …

arXiv (cs)22h ago
Dastawez Jahan-Numa

Beyond End-to-End Recovery: Towards a Better Understanding of LLM Steganography via Rolewise Decomposition

arXiv:2610.30516v1 Announce Type: new Abstract: In large language model (LLM) steganography, an encoder hides a private message in an otherwise ordinary response, as text transmitted to a decoder, who attempts to recover…

arXiv (cs)22h ago
Dastawez Jahan-Numa

Protegrity-PII Technical Report

arXiv:2610.30518v1 Announce Type: new Abstract: We present Protegrity-PII, a new PII decision model for structured and unstructured text. Protegrity-PII achieves a typed recall of 0.915 with a precision of 0.907 on a new…

arXiv (cs)22h ago
Dastawez Jahan-Numa

Unified Trajectory and 3D Pose Forecasting for Multi-Agent Sports Analysis

arXiv:2610.30519v1 Announce Type: new Abstract: Forecasting future human motion requires jointly reasoning about an agent's global trajectory and 3D body pose, which are tightly coupled, particularly in team sports where…

arXiv (cs)22h ago
Dastawez Jahan-Numa

NEST: Nested Embedding Representation for Multiscale Clustering

arXiv:2610.30520v1 Announce Type: new Abstract: Real-world data often exhibits cluster structure at multiple resolutions, yet existing methods typically learn a single partition or construct an explicit hierarchy. Inspir…

arXiv (cs)22h ago
Dastawez Jahan-Numa

LLM2Cert: LLM Synthesis of Certificates with SMT/Lean Verification

arXiv:2610.30524v1 Announce Type: new Abstract: Lyapunov functions and barrier certificates give state-space guarantees of stability and safety, but synthesizing and verifying them---especially for nonlinear, high-dimens…

arXiv (cs)22h ago
Dastawez Jahan-Numa

Decision Making and Ride Comfort Evaluation Based on Lane-Change Prediction for Autonomous Vehicles

arXiv:2610.30528v1 Announce Type: new Abstract: Predicting surrounding vehicles' lane-change intentions enables autonomous vehicles to anticipate potential hazards and respond proactively rather than relying solely on re…

arXiv (cs)22h ago
Dastawez Jahan-Numa

The reverse Ritz inclusion: computable bounds on the pseudospectra of an operator by those of a finite-rank compression

arXiv:2610.30530v1 Announce Type: new Abstract: We consider a bounded operator on a separable complex Hilbert space, reached only through its action on vectors and that of its adjoint, and split it along a subspace of fi…

arXiv (cs)22h ago
Dastawez Jahan-Numa

IFC-MCQ: Automatically Generating Multiple-Choice Benchmarks for Evaluating LLM Agents on IFC Data Retrieval

arXiv:2610.30533v1 Announce Type: new Abstract: Industry Foundation Classes (IFC), the standard for building information exchange in architecture, engineering, and construction (AEC), is increasingly queried through larg…

arXiv (cs)22h ago
Dastawez Jahan-Numa

High-Order Fully Discrete Entropy-Stable DG Methods with Compact Explicit Single-Step Time Discretizations

arXiv:2610.30535v1 Announce Type: new Abstract: We develop a unified framework for high-order, fully discrete entropy-stable discontinuous Galerkin (DG) methods with compact explicit single-step time discretizations. At …

arXiv (cs)22h ago
Dastawez Jahan-Numa

PLE: Physical-Engineering's Last Exam

arXiv:2610.30537v1 Announce Type: new Abstract: Frontier language models now score above 90% on popular knowledge benchmarks and are increasingly deployed as agents that carry out multi-hour professional work. Yet no exi…

arXiv (cs)22h ago
Dastawez Jahan-Numa

Motion Retargeting with Spatiotemporal Preferences for Humanoid Loco-Manipulation

arXiv:2610.30540v1 Announce Type: new Abstract: Human motion retargeting bridges the embodiment gap between humans and humanoid robots by converting human demonstrations into reference trajectories for whole-body control…

arXiv (cs)22h ago
Dastawez Jahan-Numa

Journal Basket: Supporting Cross-Disciplinary Literature Searching and Methodological Transparency

arXiv:2610.30544v1 Announce Type: new Abstract: Business students beginning a research project must learn how to identify relevant scholarly publications, distinguish disciplinary sources, construct database searches, an…

arXiv (cs)22h ago
Dastawez Jahan-Numa

Using Finite-Time Control to Synthesize Dynamic Backup Control Barrier Functions

arXiv:2610.30545v1 Announce Type: new Abstract: This paper presents a novel approach for the construction of control barrier functions (CBFs) for controllable linear systems subject to multiple state and input constraint…

arXiv (cs)22h ago
Dastawez Jahan-Numa

Atlas: Making Sense of Long Horizon Agent Trajectories

arXiv:2610.30548v1 Announce Type: new Abstract: AI agents can now search literature, generate hypotheses, analyze datasets, and run experiments at a scale difficult for researchers to match. Yet scaling scientific execut…

arXiv (cs)22h ago
Dastawez Jahan-Numa

AI-Native Academia Should Build a Community Verification Layer

arXiv:2610.30549v1 Announce Type: new Abstract: This paper argues that AI-native academia should build a Community Verification Layer: interoperable, policy-governed infrastructure that converts researchers' routine read…

arXiv (cs)22h ago
Dastawez Jahan-Numa

OMRC: Multipath Reliability for Direct-Connect Optical Interconnects

arXiv:2610.30551v1 Announce Type: new Abstract: Network failures degrade Multipath Reliable Connection (MRC) in direct-connect optical datacenters. We propose Optical MRC (OMRC), which remaps collectives and circuits, pr…

arXiv (cs)22h ago
Dastawez Jahan-Numa

Repair Changes Which Layers to Remove: Exact Optima for Depth Pruning of Language Models

arXiv:2610.30552v1 Announce Type: new Abstract: Depth pruning removes entire transformer layers to make large language models faster, and recent methods recover quality by replacing the removed layers with a training-fre…

arXiv (cs)22h ago
Dastawez Jahan-Numa

Governed Self-Evolution for Autonomous Investing: A Multi-Agent LLM System with an Invariant Core

arXiv:2610.30557v1 Announce Type: new Abstract: LLM agents that act on live Web data must combine heterogeneous evidence, remember what they have done and improve from outcomes without weakening their own safeguards. We …

arXiv (cs)22h ago
Dastawez Jahan-Numa

Exact Characterization of Admissible Bandwidths for Linear Disturbance Observers

arXiv:2610.30559v1 Announce Type: new Abstract: This paper characterizes the entire set of admissible Q-filter bandwidths, equivalently parameterized by the time constant $\tau$, that guarantee robust internal stability …

arXiv (cs)22h ago
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