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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

Galerkin-type time discretizations for parabolic and hyperbolic problems: stability and a priori error analysis

arXiv:2601.19828v2 Announce Type: replace Abstract: Galerkin-type time discretizations are variational time-stepping schemes in which the test and trial spaces consist of piecewise polynomials in time. This paper reviews…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Breaking the Reasoning Horizon in Entity Alignment Foundation Models

arXiv:2601.21174v3 Announce Type: replace Abstract: Entity alignment (EA) is critical for knowledge graph (KG) fusion. Existing EA models lack transferability and are incapable of aligning unseen KGs without retraining. …

arXiv (cs)1h ago
Dastawez Jahan-Numa

Think Like a Doctor: Conversational Diagnosis through the Exploration of Diagnostic Knowledge Graphs

arXiv:2602.01995v2 Announce Type: replace Abstract: Conversational diagnosis requires multi-turn history-taking, where an agent asks clarifying questions to refine differential diagnoses under incomplete information. Exi…

arXiv (cs)1h ago
Dastawez Jahan-Numa

MAS-ProVe: Understanding the Process Verification of Multi-Agent Systems

arXiv:2602.03053v2 Announce Type: replace Abstract: Multi-Agent Systems (MAS) built on Large Language Models (LLMs) often exhibit high variance in their reasoning trajectories. Process verification, which evaluates inter…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Beyond Tokens: Semantic-Aware Speculative Decoding for Efficient Inference by Probing Internal States

arXiv:2602.03708v3 Announce Type: replace Abstract: Large Language Models (LLMs) achieve strong performance across many tasks but suffer from high inference latency due to autoregressive decoding. The issue is exacerbate…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Emulating Heterogeneous Client Execution in Federated Learning

arXiv:2602.06498v2 Announce Type: replace Abstract: FL systems are inherently subject to client heterogeneity arising from differences in hardware capabilities. We propose a realistic evaluation framework for hardware-aw…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Term Coding and Dispersion: Exact and Asymptotic Decision Problems

arXiv:2602.08110v2 Announce Type: replace Abstract: Let t be a tuple of r terms that, under an interpretation on an n-element alphabet A, defines a map from k-tuples over A to r-tuples over A. We study the decision theor…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Test vs Mutant: Adversarial LLM Agents for Robust Unit Test Generation

arXiv:2602.08146v3 Announce Type: replace Abstract: Software testing is a critical, yet resource-intensive phase of the software development lifecycle. Over the years, various automated tools have been developed to aid i…

arXiv (cs)1h ago
Dastawez Jahan-Numa

From Legible to Inscrutable Trajectories: (Il)legible Motion Planning Accounting for Multiple Observers

arXiv:2602.09227v2 Announce Type: replace Abstract: In cooperative environments, such as in factories or assistive scenarios, it is important for a robot to communicate its intentions to observers, who could be either ot…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Is Knowledge Distillation Actually Greener? A Case Study in Machine Translation

arXiv:2602.09691v2 Announce Type: replace Abstract: Knowledge distillation (KD) is a technique to compress a larger teacher system into a smaller student. In machine translation, KD is commonly evaluated through translat…

arXiv (cs)1h ago
Dastawez Jahan-Numa

GRRM: Group Relative Reward Modeling for Machine Translation

arXiv:2602.14028v2 Announce Type: replace Abstract: While Group Relative Policy Optimization (GRPO) offers a powerful framework for LLM post-training, its effectiveness in open-ended domains like Machine Translation hing…

arXiv (cs)1h ago
Dastawez Jahan-Numa

A randomized global GMRES method for matrix equations

arXiv:2602.14786v2 Announce Type: replace Abstract: In this paper, we develop a new Randomized Global Generalized Minimum Residual (RGlGMRES) algorithm for efficiently computing solutions to large scale linear systems wi…

arXiv (cs)1h ago
Dastawez Jahan-Numa

MarUco: A Markerless 6D Pose Estimation Framework for Closed-Loop Control of Surgical Continuum Manipulators

arXiv:2602.16365v2 Announce Type: replace Abstract: Flexible endoscopic continuum manipulators offer high dexterity and access to complex anatomy, but nonlinear hysteresis limits feedforward control accuracy. Closed-loop…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Ontology-Guided Neuro-Symbolic Inference: Grounding Language Models with Mathematical Domain Knowledge

arXiv:2602.17826v2 Announce Type: replace Abstract: Language models exhibit fundamental limitations -- hallucination, brittleness, and lack of formal grounding -- that are particularly problematic in high-stakes speciali…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Learning to Remember: End-to-End Training of Memory Agents for Long-Context Reasoning

arXiv:2602.18493v2 Announce Type: replace Abstract: Long-context LLMs and Retrieval-Augmented Generation defer state tracking and evidence consolidation to query time, which is brittle when facts evolve and answers depen…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Make Some Noise: Unsupervised Remote Sensing Change Detection Using Latent Space Perturbations

arXiv:2602.19881v2 Announce Type: replace Abstract: Unsupervised remote sensing change detection (UCD) aims to localise changes between two images of the same region without relying on labelled training data. Most recent…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Parallel Reference-Centric Continuous-Time Relative Localization with Augmented Clamped Non-Uniform B-Splines

arXiv:2602.22006v4 Announce Type: replace Abstract: Accurate relative localization is critical for multi-robot cooperation. In robot groups, measurements from different robots arrive asynchronously and with clock time-of…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Efficient Adaptation of ROMs for Unsteady Flows Using Data Assimilation

arXiv:2602.23188v3 Announce Type: replace Abstract: We propose an efficient retraining strategy for a parameterized Reduced Order Model (ROM) that attains accuracy comparable to full retraining while requiring only a fra…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Suffix-Constrained Greedy Search Algorithms for Causal Language Models

arXiv:2603.01243v3 Announce Type: replace Abstract: Large language models (LLMs) are powerful tools that have found applications beyond human-machine interfaces and chatbots. Beside free-form generation, there has been a…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Spatial Autoregressive Modeling of DINOv3 Embeddings for Unsupervised Anomaly Detection

arXiv:2603.02974v2 Announce Type: replace Abstract: DINO models provide rich patch-level representations that have recently enabled strong performance in unsupervised anomaly detection (UAD). Most existing methods extrac…

arXiv (cs)1h ago
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