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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

Ascending Auctions for Combinatorial Markets with Frictions: A Unified Framework via Discrete Convex Analysis

arXiv:2604.10563v2 Announce Type: replace Abstract: We develop a unified ascending-auction framework for computing Walrasian equilibria in combinatorial markets with strong substitutes valuations and piecewise-linear pay…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Explicit Rank Extractors and Subspace Designs via Function Fields, with Applications to Strong Blocking Sets

arXiv:2604.13431v2 Announce Type: replace Abstract: We give new explicit constructions of several fundamental objects in linear-algebraic pseudorandomness and combinatorics, including lossless rank extractors, weak subsp…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Don't Let AI Agents YOLO Your Files: Information and Control in Agent-Native Filesystems

arXiv:2604.13536v4 Announce Type: replace Abstract: AI coding agents regularly misuse their filesystem access, causing data corruption, loss, and leakage. We conduct the first systematic study of this problem through an …

arXiv (cs)1h ago
Dastawez Jahan-Numa

Weighted NetKAT: A Programming Language For Quantitative Network Verification

arXiv:2604.13987v2 Announce Type: replace Abstract: We introduce weighted NetKAT, a domain-specific language for modeling and verifying quantitative network properties. The language is parametric on a semiring, enabling …

arXiv (cs)1h ago
Dastawez Jahan-Numa

DiscoTrace: Representing and Comparing Answering Strategies of Humans and LLMs in Information-Seeking Question Answering

arXiv:2604.15140v2 Announce Type: replace Abstract: We introduce DiscoTrace, a method to identify the rhetorical strategies answerers use when responding to information-seeking questions. DiscoTrace represents answers as…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Why Fine-Tuning Encourages Hallucinations and How to Fix It

arXiv:2604.15574v2 Announce Type: replace Abstract: Large language models are prone to hallucinating factually incorrect statements. A key source of these errors is exposure to new factual information through supervised …

arXiv (cs)1h ago
Dastawez Jahan-Numa

Global Attention with Linear Complexity for Exascale Generative Data Assimilation in Earth System Prediction

arXiv:2604.16590v2 Announce Type: replace Abstract: Accurate Earth system prediction requires state inference from incomplete observations, but conventional two-stage data assimilation (DA) is computationally prohibitive…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Agentic Large Language Models for Training-Free Neuro-Radiological Image Analysis

arXiv:2604.16729v2 Announce Type: replace Abstract: State-of-the-art large language models (LLMs) show high performance in general visual question answering. However, a fundamental limitation remains: current architectur…

arXiv (cs)1h ago
Dastawez Jahan-Numa

The Topological Trouble With Transformers

arXiv:2604.17121v5 Announce Type: replace Abstract: Transformers encode structure in sequences via an expanding contextual history. However, their purely feedforward architecture fundamentally limits dynamic state tracki…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Reparameterization through Coverings and Topological Weight Priors

arXiv:2604.23804v2 Announce Type: replace Abstract: We generalise the reparameterization trick (RT) applied in variational autoencoders (VAEs) letting these have latent spaces of non-trivial topology - i.e. that of base …

arXiv (cs)1h ago
Dastawez Jahan-Numa

Finding Shortest Reconfiguration Sequences on Independent Set Polytopes

arXiv:2604.24132v2 Announce Type: replace Abstract: We initiate the study of the shortest reconfiguration problem for independent sets under the adjacency relation derived from the independent set polytope. Given a graph…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Optimal UGV-UAV Cooperative Partitioning and Inspection of Shortest Paths

arXiv:2604.25284v3 Announce Type: replace Abstract: We study cooperative shortest path planning for an unmanned ground vehicle (UGV) assisted by an unmanned aerial vehicle (UAV) scout in environments with unknown road bl…

arXiv (cs)1h ago
Dastawez Jahan-Numa

D3-Gym: Constructing Real-World Verifiable Environments for Data-Driven Discovery

arXiv:2604.27977v4 Announce Type: replace Abstract: Despite recent progress in language models and agents for scientific data-driven discovery, advancing their capabilities is held back by the absence of verifiable envir…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Joint Accuracy and Confidentiality in Semantic-Aware Secure Remote Reconstruction

arXiv:2605.00258v3 Announce Type: replace Abstract: In this paper, we consider remote reconstruction over wireless networks when simultaneous accuracy at the legitimate receiver and confidentiality against eavesdropping …

arXiv (cs)1h ago
Dastawez Jahan-Numa

CP$^2$N$^2$: A Control Plane for Heterogeneous Physical Neural Networks

arXiv:2605.04256v2 Announce Type: replace Abstract: Physical neural networks (PNNs) exploit diverse physical substrates---spanning molecular, wetware, and solid-state devices---to perform embodied neural computation clos…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Causal Probing for Internal Visual Representations in Multimodal Large Language Models

arXiv:2605.05593v2 Announce Type: replace Abstract: Despite the remarkable success of Multimodal Large Language Models (MLLMs) across diverse tasks, the internal mechanisms governing how they encode and ground distinct v…

arXiv (cs)1h ago
Dastawez Jahan-Numa

SkillRet: A Large-Scale Benchmark for Skill Retrieval in LLM Agents

arXiv:2605.05726v3 Announce Type: replace Abstract: As LLM agents are increasingly deployed with large libraries of reusable skills, selecting the right skill for a user request has become a critical systems challenge. I…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Combating Organized Platform Abuse: Amplifying Weak Risk Signals with Structural Information

arXiv:2605.07383v2 Announce Type: replace Abstract: Large-scale online service platforms face severe challenges from organized platform abuse: multiple forms such as credit card fraud and promotion abuse continually emer…

arXiv (cs)1h ago
Dastawez Jahan-Numa

DynSSM: A Physics-Aware State-Space Memory Framework for Learning Vehicle Dynamics

arXiv:2605.08489v2 Announce Type: replace Abstract: Accurate modeling of nonlinear vehicle dynamics is essential for high-speed autonomous racing, where controllers operate at the handling limits. Model-based methods are…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Recovery Models for Linear Batch Codes

arXiv:2605.09748v2 Announce Type: replace Abstract: Various types of recovery algorithms for batch codes have been considered previously, including asynchronous recovery and recovery algorithms arising from Almost Affine…

arXiv (cs)1h ago
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