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Dastawez Jahan-Numa

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988 stories

Public health and medicine worldwide — sourced from WHO News.

Dastawez Jahan-Numa

Intelligent Three Level Learning Architecture for Autonomous UAV Swarms in Search and Rescue

arXiv:2607.14093v1 Announce Type: new Abstract: This paper presents a novel three level hierarchical learning architecture for autonomous UAV swarms performing search and rescue operations. Unlike conventional approaches…

arXiv (cs)3h ago
Dastawez Jahan-Numa

HG-RAG: Hierarchy-Guided Retrieval-Augmented Generation for Structured Knowledge Graphs

arXiv:2607.14095v1 Announce Type: new Abstract: Retrieval Augmented Generation (RAG) has proven to be a widely successful process at improving the quality of outputs from a Large Language Model (LLM) for wider context. H…

arXiv (cs)3h ago
Dastawez Jahan-Numa

IMEX Interaction-Based Model Explanation

arXiv:2607.14096v1 Announce Type: new Abstract: In predictive modeling, the ability to explain why a model produces a given target prediction has become increasingly important [5, 10]. Black-box models do not provide a t…

arXiv (cs)3h ago
Dastawez Jahan-Numa

RegNetAgents: A Multi-Agent Framework for Cross-Network Regulatory Driver Identification in Cancer Genomics

arXiv:2607.14097v1 Announce Type: new Abstract: We introduce RegNetAgents, an AI-oriented multi-agent framework for structured, query-driven regulatory candidate identification across heterogeneous gene regulatory networ…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Just Keep Prompting: Evaluating Repetitive Socratic Prompting in VLMs

arXiv:2607.14099v1 Announce Type: new Abstract: Deploying Vision-Language Models (VLMs) in real-world settings requires not only strong visual reasoning but also stability under sustained conversational pressure. We intr…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Quantum Compositional NLP for Arabic: Grammar, Morphology, and Word Sense in Circuit Topology

arXiv:2607.14100v1 Announce Type: new Abstract: We present the first application of pregroup grammar-based quantum compositional natural language processing (QNLP) to Arabic; a morphologically rich, free-word-order langu…

arXiv (cs)3h ago
Dastawez Jahan-Numa

LBA: Textual Hard-Label Adversarial Attack under Low Query Budgets

arXiv:2607.14101v1 Announce Type: new Abstract: Generating high-quality adversarial texts with low query budgets remains a challenging problem in the hard-label scenario. Most existing approaches rely on greedy algorithm…

arXiv (cs)3h ago
Dastawez Jahan-Numa

UniSAGE: Unifying Static and Dynamic Attributes with Hyper-Structure

arXiv:2607.14102v1 Announce Type: new Abstract: With the rapid growth of digital data, real-world applications increasingly involve hierarchical information that combines static attributes with dynamic records. Modeling …

arXiv (cs)3h ago
Dastawez Jahan-Numa

Latent Communication Between Language Model Agents: Channels, Alignment, and the Limits of Text

arXiv:2607.14103v1 Announce Type: new Abstract: Multi-agent systems (MAS) are utilized in many contexts and many professions. Those MAS rely on inter-agent communication, usually implemented by clear-text message passing…

arXiv (cs)3h ago
Dastawez Jahan-Numa

UzWordnet and Generative AI for Learning Uzbek by Game Playing

arXiv:2607.14104v1 Announce Type: new Abstract: This paper presents an educational system architecture that enables learners to practice the Uzbek language through game-playing. The architecture integrates UzWordnet and …

arXiv (cs)3h ago
Dastawez Jahan-Numa

Automatically Evolving Prompt Guidelines for Task-Specific Optimization

arXiv:2607.14105v1 Announce Type: new Abstract: For Large Language Models to reliably answer user queries, users must clearly specify requirements, context, and constraints. In practice, however, user queries are often u…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Token Time Continuous Diffusion for Language Modeling

arXiv:2607.14106v1 Announce Type: new Abstract: In this paper we introduce token time continuous diffusion (TTCD), a new diffusion language model which (a) operates in continuous space, deterministically mapping Gaussian…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Polestar: Drift-Aware Cache Calibration and Token Commitment for Efficient Inference of Diffusion LLMs

arXiv:2607.14107v1 Announce Type: new Abstract: The inference efficiency of diffusion large language models (dLLMs) is constrained by two challenges: bidirectional attention precludes efficient KV-cache reuse, while incr…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Eta Given Delta: Defining LLM Tool Efficiency With Marginal Tool Utility

arXiv:2607.14108v1 Announce Type: new Abstract: This paper introduces tool efficiency, a new quantitative metric to evaluate the rate of useful tool calls in an LLM agent trajectory. To ensure that tool efficiency is wel…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Simplicity Paradox: Debunking myths about prompting and datasets for LLM evaluation

arXiv:2607.14109v1 Announce Type: new Abstract: Probing the capabilities of Large Language Models (LLMs) and building robust solutions for Multiple-Choice Question Answering (MCQA) remain central challenges in natural la…

arXiv (cs)3h ago
Dastawez Jahan-Numa

MAPS: Modeling Co-Existing Subjective Perspectives and Shared Meaning in Multi-Agent Cognitive Dialogue

arXiv:2607.14110v1 Announce Type: new Abstract: Human dialogue involves more than exchanging information; it also expresses beliefs, emotions, and subjective cognitive styles. Yet current AI dialogue systems often enforc…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Introspection Fine-Tuning (IFT): Training Small LLMs to Introspect

arXiv:2607.14111v1 Announce Type: new Abstract: Can small language models detect and report on perturbations their own internal activations? We investigate this question through the lens of activation steering: injecting…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Information-Theoretic Limits of Reliability and Scaling in Language Models

arXiv:2607.14112v1 Announce Type: new Abstract: Large language models (LLMs) are evaluated as though perfect reliability is achievable for any task given sufficient scale. We show this assumption is information-theoretic…

arXiv (cs)3h ago
Dastawez Jahan-Numa

T5-CSBoost: Adversarial Perturbation Resistant LLM Fingerprinting

arXiv:2607.14113v1 Announce Type: new Abstract: While many AI-generated text (AIGT) detectors achieve strong performance on clean inputs, their accuracy degrades significantly under light paraphrasing, word substitutions…

arXiv (cs)3h ago
Dastawez Jahan-Numa

CoEvoT: Co-Evolving Chain-of-Thought Prompting for Graph-LLM Reasoning

arXiv:2607.14114v1 Announce Type: new Abstract: Graph learning under distribution shift presents a persistent challenge, where models adapt to new graphs with limited or even no supervision. Recent graph--LLM approaches …

arXiv (cs)3h ago
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