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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

Compressed Set Representations based on Set Difference

arXiv:2601.23240v2 Announce Type: replace Abstract: We introduce a compressed representation of sets of sets that exploits how similar they are to each other. Our representation supports access, membership, predecessor a…

arXiv (cs)22h ago
Dastawez Jahan-Numa

GFlowPO: Generative Flow Network as a Language Model Prompt Optimizer

arXiv:2602.03358v2 Announce Type: replace Abstract: Finding effective prompts for language models (LMs) is critical yet notoriously difficult: the prompt space is combinatorially large, rewards are sparse due to expensiv…

arXiv (cs)22h ago
Dastawez Jahan-Numa

SleepMaMi: A Universal Sleep Foundation Model for Integrating Macro- and Micro-structures

arXiv:2602.07628v3 Announce Type: replace Abstract: While the shift toward unified foundation models has revolutionized many deep learning domains, sleep medicine remains largely restricted to task-specific models that f…

arXiv (cs)22h ago
Dastawez Jahan-Numa

Are Two LLMs Better Than One? A Student-Teacher Dual-Head LLMs Architecture for Pharmaceutical Content Optimization

arXiv:2602.11957v2 Announce Type: replace Abstract: Large Language Models (LLMs) are increasingly used for content creation in regulated domains such as pharmaceuticals, where content must be medical accurate and legally…

arXiv (cs)22h ago
Dastawez Jahan-Numa

Artificial intelligence is creating a new global linguistic hierarchy

arXiv:2602.12018v2 Announce Type: replace Abstract: Artificial intelligence (AI) has the potential to transform healthcare, education, governance and socioeconomic equity, but its benefits remain concentrated in a small …

arXiv (cs)22h ago
Dastawez Jahan-Numa

Sci-CoE: Co-evolving Scientific Reasoning LLMs via Geometric Consensus with Sparse Supervision

arXiv:2602.12164v2 Announce Type: replace Abstract: Large language models (LLMs) have demonstrated exceptional reasoning capabilities, and co-evolving paradigms have shown promising results in domains with verifiable rew…

arXiv (cs)22h ago
Dastawez Jahan-Numa

Modeling of Therapist-Client Dynamics in Psychotherapy Using LLM-Based Assessments: An Empirical Study

arXiv:2602.12450v3 Announce Type: replace Abstract: This study aimed to develop and validate a computational framework for modeling therapist--client interaction processes and to examine how therapist behaviors and relat…

arXiv (cs)22h ago
Dastawez Jahan-Numa

Beyond Imitation: Reinforcement Learning-Based Sim-Real Co-Training for VLA Models

arXiv:2602.12628v5 Announce Type: replace Abstract: Simulation offers a scalable and low-cost way to enrich vision-language-action (VLA) training, reducing reliance on expensive real-robot demonstrations. However, most s…

arXiv (cs)22h ago
Dastawez Jahan-Numa

Learning to Drive in New Cities Without Human Demonstrations

arXiv:2602.15891v2 Announce Type: replace Abstract: While autonomous vehicles have achieved reliable performance within specific operating regions, their deployment to new cities remains costly and slow. A key bottleneck…

arXiv (cs)22h ago
Dastawez Jahan-Numa

TabAgent: Distilling LLM Agent Components into Cheap Classifiers

arXiv:2602.16429v3 Announce Type: replace Abstract: Agentic systems, AI architectures that autonomously execute multi-step workflows to achieve complex goals, are often built using repeated large language model (LLM) cal…

arXiv (cs)22h ago
Dastawez Jahan-Numa

Hybrid-PCGC: Hybrid Point Cloud Geometry Compression Bridging Generalization-based Model and Implicit Neural Representation

arXiv:2602.21662v2 Announce Type: replace Abstract: Efficient point cloud geometry compression (PCGC) is essential for 3D sensing applications such as autonomous driving and digital twins. Hybrid methods combine the gene…

arXiv (cs)22h ago
Dastawez Jahan-Numa

Exact and Asymptotically Complete Robust Verifications of Neural Networks via Ising Solvers

arXiv:2603.00408v5 Announce Type: replace Abstract: We present an Ising-compatible framework for formal neural-network robustness verification under bounded input perturbations. For piecewise activations (both continuous…

arXiv (cs)22h ago
Dastawez Jahan-Numa

Near-Optimal Regret for KL-Regularized Multi-Armed Bandits

arXiv:2603.02155v2 Announce Type: replace Abstract: Recent studies have shown that reinforcement learning with KL-regularized objectives can enjoy faster rates of convergence or logarithmic regret, in contrast to the cla…

arXiv (cs)22h ago
Dastawez Jahan-Numa

K-Means as the Zero-Temperature Limit of Normalized RBF Assignments: Rates, Trajectories, and Exact Recovery with Entmax

arXiv:2603.04625v2 Announce Type: replace Abstract: K-Means is usually treated as a discrete procedure outside gradient-based learning, whereas normalized radial basis function (RBF) layers are smooth. We make precise th…

arXiv (cs)22h ago
Dastawez Jahan-Numa

Place-it-R1: Unlocking Environment-aware Reasoning Potential of MLLM for Video Object Insertion

arXiv:2603.06140v3 Announce Type: replace Abstract: Video object insertion is fundamental to video editing, yet existing diffusion methods often produce visually plausible but physically inconsistent results. We present …

arXiv (cs)22h ago
Dastawez Jahan-Numa

Optimistic Policy Regularization: Elite-Statistic Reward Shaping

arXiv:2603.06793v2 Announce Type: replace Abstract: On-policy agents discard trajectories after each update, including rare high-return episodes. We propose Optimistic Policy Regularization (OPR), which turns those episo…

arXiv (cs)22h ago
Dastawez Jahan-Numa

GRAND for Gaussian Intersymbol Interference Channels

arXiv:2603.08325v4 Announce Type: replace Abstract: Channel decoding is challenging in communication channels exhibiting memory effects. In this work, we extend the recently proposed decoding paradigm of guessing random …

arXiv (cs)22h ago
Dastawez Jahan-Numa

Proprioceptive Safe Active Navigation and Exploration for Planetary Environments

arXiv:2603.08905v2 Announce Type: replace Abstract: Deformable granular terrains introduce significant locomotion and immobilization risks in planetary exploration and are difficult to detect via remote sensing (e.g., vi…

arXiv (cs)22h ago
Dastawez Jahan-Numa

An Optimal Control Approach To Transformer Training

arXiv:2603.09571v2 Announce Type: replace Abstract: In this paper, we develop a rigorous optimal control-theoretic approach to Transformer training that respects key structural constraints such as (i) realized-input-inde…

arXiv (cs)22h ago
Dastawez Jahan-Numa

Markovian Generation Chains in Large Language Models

arXiv:2603.11228v2 Announce Type: replace Abstract: The widespread use of large language models (LLMs) raises an important question: how do texts evolve when they are repeatedly processed by LLMs? In this paper, we defin…

arXiv (cs)22h ago
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