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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

Research on Optimized Fuzzy PID Temperature Control Strategy Based on Improved Particle Swarm Optimization

arXiv:2609.00001v1 Announce Type: new Abstract: Precise temperature control is critical in industrial automation, governing product quality in processes from chemical reactors to furnaces. However, high-order inertia, ti…

arXiv (cs)1h ago
Dastawez Jahan-Numa

HyperWorld: Hypergraph-Structured State Serialization Improves Learned Textual World Models

arXiv:2609.00002v1 Announce Type: new Abstract: World models enable language-model agents to predict environment dynamics and plan before acting. In text environments, the model must learn symbolic action effects from se…

arXiv (cs)1h ago
Dastawez Jahan-Numa

I-CARE: Analysis of interference-related phenomena in a controllable, diverse and representative unlearning setting for text-to-image models

arXiv:2609.00003v1 Announce Type: new Abstract: Machine unlearning studies the removal of knowledge from an AI model, making the system forget a concept it previously learned. Despite rapid progress in generative machine…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Discrete-Time MDP Modeling for Multi-Item Capacitated Lot Sizing with Stochastic Demand Timing

arXiv:2609.00004v1 Announce Type: new Abstract: This paper studies a finite-horizon multi-item capacitated lot-sizing problem in which demand quantities are deterministic, while demand-arrival periods are stochastic. Eac…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Incremental Risk Assessment of Progressive Elder Financial Scams via Instruction-Tuned Small Language Models

arXiv:2609.00005v1 Announce Type: new Abstract: Financial scams targeting older adults increasingly occur through text and voice channels such as email, SMS, and phone calls, unfolding over multiple conversational turns …

arXiv (cs)1h ago
Dastawez Jahan-Numa

Harness Engineering: Anatomy, Architecture, and Evolution of Coding Agents -- A Source-Code Study of Eleven Systems

arXiv:2609.00006v1 Announce Type: new Abstract: An agent is a model plus a harness -- the runtime that couples an LLM to the world through a loop, tools, context management, safety controls, orchestration, and extension …

arXiv (cs)1h ago
Dastawez Jahan-Numa

Collaboratively Eliciting Gestures for Geospatial Data Exploration on an MSE with Tangibles and Styluses

arXiv:2609.00007v1 Announce Type: new Abstract: Large tabletop displays and multi-surface environments offer potential for enhancing visual data exploration and collaborative work with geospatial datasets. These systems …

arXiv (cs)1h ago
Dastawez Jahan-Numa

Core-periphery identification in massive networks

arXiv:2609.00008v1 Announce Type: new Abstract: Modern networks can be huge with millions or even billions of nodes and edges. Thus, algorithms must be capable of scaling to such large networks in order to be practically…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Centrality Measures in Temporal Networks: A Critical and Comparative Survey

arXiv:2609.00011v1 Announce Type: new Abstract: Temporal networks offer a suitable representation for complex systems in which interactions vary over time, such as communication, transportation, and social networks. Iden…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Long-Horizon State Tracking in LLMs: Executing MD5 through a Deep Sequence of Dependent Tool Calls

arXiv:2609.00012v1 Announce Type: new Abstract: Long-horizon tasks remain uncommon in large language model (LLM) evaluation, and for a reason: when each step depends on the last, per-step accuracy that looks excellent in…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Behaviorally Grounded User Profiles from the Wild for Personalized Alignment and Multi-Perspective Reasoning

arXiv:2609.00014v1 Announce Type: new Abstract: Persona-driven techniques increasingly adapt large language models (LLMs) to diverse contexts. However, existing methods predominantly rely on rigid, synthetic personas tha…

arXiv (cs)1h ago
Dastawez Jahan-Numa

OpenAgentFlow: Enabling System-Wide Safety Boundaries for Heterogeneous AI Agent Fleets

arXiv:2609.00015v2 Announce Type: new Abstract: AI agents powered by large language models are evolving from isolated assistants into heterogeneous systems in which multiple agents, planners, tools, and execution backend…

arXiv (cs)1h ago
Dastawez Jahan-Numa

SCAFFOLD: A Large-Scale Structured Dataset of Computer Science Research Figures with Diagram QA and Chain-of-Thought Reasoning Traces

arXiv:2609.00018v1 Announce Type: new Abstract: Computer science papers rely heavily on diagrams: architecture drawings, system flowcharts, and pipeline schematics that often carry more information than the text around t…

arXiv (cs)1h ago
Dastawez Jahan-Numa

ES-AHD: An Evolution Strategy Framework for Automatic Heuristic Design

arXiv:2609.00023v1 Announce Type: new Abstract: In this paper, we introduce ES-AHD, a novel framework that fundamentally integrates Evolution Strategy (ES) into Large Language Model (LLM)-driven Automatic Heuristic Desig…

arXiv (cs)1h ago
Dastawez Jahan-Numa

Benchmarking spiking neural networks across sensing modalities on edge devices

arXiv:2609.00026v1 Announce Type: new Abstract: Edge computing systems need to support diverse sensing workloads under tight energy and memory constraints, thereby motivating deployment-aware model selection. Spiking neu…

arXiv (cs)1h ago
Dastawez Jahan-Numa

UI-Venus-2 Technical Report

arXiv:2609.00028v1 Announce Type: new Abstract: Multimodal GUI agents have emerged as a promising paradigm for digital task automation, yet transitioning from benchmark-oriented models to dependable real-world applicatio…

arXiv (cs)1h ago
Dastawez Jahan-Numa

EULER: Exploring Underused Links with Evidence-Checked Return for Multi-Agent Mathematical Discovery

arXiv:2609.00032v1 Announce Type: new Abstract: Mathematical communities work with different objects, invariants, and tools, so transferring a problem across them is expensive and often skipped. We present EULER, a multi…

arXiv (cs)1h ago
Dastawez Jahan-Numa

SilentProbe: Measuring Silent Failure in Production APIs Used as Agent Tools

arXiv:2609.00035v1 Announce Type: new Abstract: An LLM agent calling a production API cannot distinguish a query that matched nothing from a query the server did not understand. Both return HTTP 200 with a parsable body,…

arXiv (cs)1h ago
Dastawez Jahan-Numa

A Cone-Constrained Bilinear Decomposition for Total Scaled-Gradient Variation Models

arXiv:2609.00036v1 Announce Type: new Abstract: The total scaled-gradient variation (TSGV) regularizer, derived from sparse modeling of piecewise-linear structures, has been shown to preserve edges and corners in image r…

arXiv (cs)1h ago
Dastawez Jahan-Numa

trajectory-judge: What Outcome-Only LLM Judges Miss on Agent Trajectories

arXiv:2609.00038v1 Announce Type: new Abstract: Outcome-only evaluation is the production default for LLM agents: show a judge the request and the final reply and ask whether it was handled well. The metric is structural…

arXiv (cs)1h ago
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