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Dastawez Jahan-Numa

World News, Faithfully Reported

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Health

1301 stories

Public health and medicine worldwide — sourced from WHO News.

Dastawez Jahan-Numa

SAGE: Semantic Audio Generative Encoder

arXiv:2609.32755v3 Announce Type: replace Abstract: Audio autoencoders compress waveforms into compact latent representations that serve as the interface between raw audio and downstream models. Current systems navigate …

arXiv (cs)21h ago
Dastawez Jahan-Numa

SweepMark: Query-Free and High-Fidelity Attacks on Robust Audio Watermarking

arXiv:2609.34003v2 Announce Type: replace Abstract: Audio watermarking embeds imperceptible signals into speech to trace misuse in text-to-speech (TTS) synthesis. Existing removal attacks may retain watermark-related art…

arXiv (cs)21h ago
Dastawez Jahan-Numa

EHRAdapt: Adapting Pretrained Language Models to Electronic Health Records with Semantic Priors for Rare Clinical Events

arXiv:2609.34007v2 Announce Type: replace Abstract: Electronic health records (EHRs) encode clinical histories as (time, modality, code) tuples, whereas pretrained language models expect text tokens. Serializing tuples a…

arXiv (cs)21h ago
Dastawez Jahan-Numa

AdaGuard: An Adaptive Guard Model with User-defined Policies

arXiv:2609.34241v2 Announce Type: replace Abstract: Guard models support the safe deployment of language model agents, but fixed risk taxonomies limit their ability to accommodate requirements that vary across applicatio…

arXiv (cs)21h ago
Dastawez Jahan-Numa

CoSec: Benchmarking Agent Security in Communities

arXiv:2609.34790v4 Announce Type: replace Abstract: LLM agents operate in persistent collaborative environments involving multiple users, communities, memories, files, and tools. Community boundaries may remain fixed or …

arXiv (cs)21h ago
Dastawez Jahan-Numa

BiMoGen: Bidirectional Motion-Text Generation via Unified Masked Discrete Diffusion

arXiv:2609.35407v2 Announce Type: replace Abstract: Text-to-motion generation and motion-to-text captioning are two fundamental tasks in human motion modeling, both grounded in the same underlying motion-text corresponde…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Tracekit: Tamper-Evident Intent-Reasoning-Action Auditing for AI Agents

arXiv:2609.35659v2 Announce Type: replace Abstract: AI agents run shell commands, edit repositories, send email and move money with their operators' credentials, yet the record of what they did is usually a log the agent…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Systematic Codes Correcting Two Deletions with Three Redundant Symbols over Large Alphabets

arXiv:2609.38259v2 Announce Type: replace Abstract: We construct systematic $q$-ary codes correcting two deletions with three redundant symbols over polynomial-size alphabets. For every information length $n\ge2$, our fi…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Interpretable but Fragile? Robustness of Concept Bottlenecks under Geometric-Semantic Perturbations

arXiv:2609.38625v3 Announce Type: replace Abstract: Concept Bottleneck Models (CBMs) are designed to provide interpretable intermediate representations, yet how such bottlenecks affect robustness remains unclear, with ex…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Alignment via Training Against Probes Without Losing Monitorability

arXiv:2609.38645v3 Announce Type: replace Abstract: Models are usually aligned based on their observed outputs, using demonstrations, preference data, or reward signals. These objectives reward responses that look aligne…

arXiv (cs)21h ago
Dastawez Jahan-Numa

A Generalisation Signal Need Not Be a Model-Selection Signal

arXiv:2609.39099v2 Announce Type: replace Abstract: Model selection in computational biology often relies on validation data drawn from the training regime, even when deployment lies outside it. When validation no longer…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Learning to Reason with Compressed Context: Ground-Truth-Free Adaptation of OmniLLMs via Self-Distillation

arXiv:2609.39953v2 Announce Type: replace Abstract: Omni-modal large language models (OmniLLMs) enable unified audio-video understanding, but their long multimodal token sequences make deployment computationally expensiv…

arXiv (cs)21h ago
Dastawez Jahan-Numa

A rubric landscape for evaluating clinical reasoning in large language models: what exists, what is missing, and what needs to be combined

arXiv:2610.01938v2 Announce Type: replace Abstract: Exam-style accuracy does not establish whether large language models (LLMs) reason well over clinical records. We define clinical reasoning as integrating and updating …

arXiv (cs)21h ago
Dastawez Jahan-Numa

DiDE:Direct Injection with Color-Texture DEcoupling for 3D Stylization

arXiv:2610.02044v3 Announce Type: replace Abstract: Recent advances in rectified flow-based image-to-3D generative models have enabled high-fidelity 3D asset generation. Building on this, a growing line of work has explo…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Predictor-Guided Latent Space Codon Optimization for Maximizing Protein Expression

arXiv:2610.03098v2 Announce Type: replace Abstract: Codon optimization, the process of selecting synonymous codons to improve mRNA translation efficiency and protein expression, is central to therapeutic protein producti…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Physics is the Best Teacher: Consistency Learning for Time-Invariant Operators of Chaotic Dynamics

arXiv:2610.04108v2 Announce Type: replace Abstract: Accelerating the prediction of long-term behavior in chaotic systems is crucial in scientific computing. However, existing methods rely on numerical solvers or autoregr…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Robot Learning with Visual Predicted Force

arXiv:2610.04741v2 Announce Type: replace Abstract: Force-aware manipulation typically relies on specialized force or tactile sensors. We show that force-aware manipulation can instead be achieved through visual force pr…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Scaling Verifiable Environments for Long-horizon Work Agents

arXiv:2610.04906v4 Announce Type: replace Abstract: Work agents operate over digital artifacts to execute professional knowledge-intensive work, requiring training environments that support long-horizon interaction and t…

arXiv (cs)21h ago
Dastawez Jahan-Numa

Long-MDR: Long-Context Reinforcement Learning for Multimodal Deep-Research Agents

arXiv:2610.05195v3 Announce Type: replace Abstract: The next generation of multimodal research agents must reason over long-lived research histories rather than short model completions. During a single task, an agent may…

arXiv (cs)21h ago
Dastawez Jahan-Numa

RocketAgent: A Long-Horizon Engineering Agent for Multidisciplinary Design of Liquid-Rocket Thrust Chambers

arXiv:2610.06044v2 Announce Type: replace Abstract: Liquid-rocket thrust-chamber design involves interdependent analyses in which downstream constraints can require earlier design decisions to be revisited. Managing thes…

arXiv (cs)21h ago
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