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Dastawez Jahan-Numa

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1353 stories

Public health and medicine worldwide — sourced from WHO News.

Dastawez Jahan-Numa

Order-Adaptive Distributed Integral Control

arXiv:2609.00688v1 Announce Type: new Abstract: We address a structural tradeoff in distributed dynamic coordination: when the target complexity is unknown, a low controller order saves states but may leave a persistent …

arXiv (cs)1h ago
Dastawez Jahan-Numa

SCoNE: Selective Context-aware Neuron Editing for Robust Retrieval-Augmented Generation

arXiv:2609.00689v1 Announce Type: new Abstract: Retrieval-Augmented Generation (RAG) is highly sensitive to retrieval noise: when retrieved documents mix informative and irrelevant context, LLMs are easily distracted, le…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Verdict Instability of OOD Scores under Reference Resampling

arXiv:2609.00691v1 Announce Type: new Abstract: Post-hoc out-of-distribution detectors are fitted on a finite reference set, so every score they produce is an estimate. If we had chosen a different set, some verdicts wou…

arXiv (cs)1h ago
Dastawez Jahan-Numa

MUGEN: Generating Unlearnable Graph Examples for Multiple Learning Tasks

arXiv:2609.00696v1 Announce Type: new Abstract: Graph data across diverse domains can expose valuable relational information to unauthorized representation learning, creating a pressing need for protection against such m…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Patterning in Practice: Debiasing Reward Models with Susceptibilities

arXiv:2609.00699v1 Announce Type: new Abstract: Reward models trained on human preferences are known to suffer from length, formatting, and other stylistic biases. In this paper we use patterning, which reweights each pr…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Value Over Language Model: Detecting Original Contribution in Writing

arXiv:2609.00700v1 Announce Type: new Abstract: LLMs have been rapidly adopted across writing tasks, prompting the development of tools for detecting LLM-generated text. Yet, these tools largely measure how much of a doc…

arXiv (cs)1h ago
Dastawez Jahan-Numa

FALCON: Fault-Tolerant Magnetic Tunnel Junction-Based In-Memory Stochastic Architecture for Reliability-Critical Edge AI Applications

arXiv:2609.00701v1 Announce Type: new Abstract: As modern data-centric applications such as neural inference and sensor-edge analytics expand, they increasingly encounter the von Neumann memory wall, suffering from exces…

arXiv (cs)1h ago
Dastawez Jahan-Numa

FTU-Seek: Foundation Model-Guided Hard-Negative Learning for Sparse Functional Tissue Unit Segmentation

arXiv:2609.00704v1 Announce Type: new Abstract: Functional tissue units (FTUs), including tertiary lymphoid structures (TLSs), blood vessels, and glands, encode localized immune, vascular, and epithelial organization in …

arXiv (cs)1h ago
Dastawez Jahan-Numa

PhantomCall: Evading ML Malware Detectors via Function Call Graph Perturbation

arXiv:2609.00705v1 Announce Type: new Abstract: Prior adversarial attacks on Windows PE malware detectors target raw bytes, PE headers, or intra-function control-flow graphs, leaving the function call graph (FCG) unexplo…

arXiv (cs)1h ago
Dastawez Jahan-Numa

A Certificate-Producing Cascade for Equational Implication: The SAIR EQT2 Stage 2 Solver

arXiv:2609.00706v1 Announce Type: new Abstract: The SAIR Mathematics Distillation Challenge on Equational Theories asks a solver to classify whether one magma identity implies another and, for either verdict, to return a…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Differentially Private Paired Table-Image Multimodal Synthesis

arXiv:2609.00708v1 Announce Type: new Abstract: Differentially private (DP) synthesis has been extensively studied for tabular and image data separately, yet many real-world datasets contain images paired with multivaria…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Controllable Image Captioning with Prompt-Conditioned Scene Rewards

arXiv:2609.00709v1 Announce Type: new Abstract: Large Vision-Language Models produce fluent image descriptions but offer limited semantic control: users cannot reliably specify whether captions should emphasize attribute…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Prediction-Assisted Pricing and Admission for LLM APIs with Stochastic Token Consumption

arXiv:2609.00710v1 Announce Type: new Abstract: An LLM application often sells or internally allocates several service products: a small or premium model, a short or long token cap, and possibly multiple posted prices. T…

arXiv (cs)1h ago
Dastawez Jahan-Numa

SoK: Motion Data Privacy in Extended Reality

arXiv:2609.00711v1 Announce Type: new Abstract: Extended Reality (XR) provides immersive, interactive 3D experiences. To enable these experiences, the devices must track user motion so the system can respond to actions s…

arXiv (cs)1h ago
Dastawez Jahan-Numa

EarthLD: Towards Unified Open-World Landslide Understanding via Vision-Language Guided Diffusion Models

arXiv:2609.00712v1 Announce Type: new Abstract: Landslides are widespread geological hazards, yet their automated detection and mapping in remote sensing imagery remain challenging because of their irregular morphology, …

arXiv (cs)1h ago
Dastawez Jahan-Numa

Efficient and Robust Absolute Pose Estimation via Gravity-Prior-Driven Transformation Decoupling and Pose Refinement

arXiv:2609.00713v1 Announce Type: new Abstract: Estimation of the absolute pose of an object is an essential task for various robotic applications. Recently, incorporating gravity direction as prior information has emerg…

arXiv (cs)1h ago
Dastawez Jahan-Numa

ChatDev 2.0: A No-Code Multi-Agent Platform for Developing Everything

arXiv:2609.00714v1 Announce Type: new Abstract: Large language model (LLM)-based multi-agent systems (MAS) have shown strong potential for solving complex tasks, yet their development forces a tradeoff: code frameworks a…

arXiv (cs)1h ago
Dastawez Jahan-Numa

MaskCode: Mask Transformer for Feedback-Assisted Coding With Linear Block Codes

arXiv:2609.00715v1 Announce Type: new Abstract: Feedback-based coding schemes have demonstrated substantial performance gains over today's open-loop coding schemes. Unfortunately, these gains are usually achieved in idea…

arXiv (cs)1h ago
Dastawez Jahan-Numa

GazeTune: Facilitating Precise Gaze-Driven Interactions with Cascaded Touch Input

arXiv:2609.00716v1 Announce Type: new Abstract: Eye gaze has become an essential input for spatial computing, but its coarse targeting and saccadic nature limit precision and complicate continuous interactions such as dr…

arXiv (cs)1h ago
Dastawez Jahan-Numa

A Closed-Loop Evaluation of Capability Loss and Recovery in Compressed Driving Policies

arXiv:2609.00718v1 Announce Type: new Abstract: Many automobile and mobility companies deploy learned driving policies on embedded computers with limited memory and power. Pruning, knowledge distillation, and quantizatio…

arXiv (cs)1h ago
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