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Dastawez Jahan-Numa

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Public health and medicine worldwide — sourced from WHO News.

Dastawez Jahan-Numa

Beyond Object Validation: Relational Conformance in Multi-Artifact Agent Releases

arXiv:2607.14155v1 Announce Type: new Abstract: Agent systems validate inputs, tool calls, and generated objects. The final package often escapes the same scrutiny. In one DRSS release, the ledger supported 60 points and…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Certified Domain Consistency for Multi-Domain Retrieval: Label-Free Per-Domain Contamination Control with Conformal Risk Guarantees

arXiv:2607.14157v1 Announce Type: new Abstract: Retrieval over corpora that mix several domains often returns relevant but wrong-domain evidence that ranking metrics miss and that conformal risk control bounds only margi…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Orchestrating Power Grid Studies with Multi-Agent AI and MCP Servers

arXiv:2607.14158v1 Announce Type: new Abstract: This position paper explores how Agentic AI and Model Context Protocol (MCP) can support power-grid studies in a Transmission System Operator (TSO) context. We focus on int…

arXiv (cs)3h ago
Dastawez Jahan-Numa

MemoHarness: Agent Harnesses That Learn from Experience

arXiv:2607.14159v1 Announce Type: new Abstract: An agent harness is the external control layer that turns a base LLM into an executable agent by managing context, tools, orchestration, memory, decoding, and output handli…

arXiv (cs)3h ago
Dastawez Jahan-Numa

QFireNet: A Quantum-Enhanced U-Net for Wildfire Segmentation from Sentinel-2 Imagery

arXiv:2607.14160v1 Announce Type: new Abstract: Wildfire detection from satellite imagery is a semantic image segmentation problem that has proven to be difficult due to challenges such as class imbalance, feature comple…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Deep-learning Causal Retrieval Optimization for Efficient e-commerce Distribution in Pinterest

arXiv:2607.14161v1 Announce Type: new Abstract: Pinterest is where people turn inspiration into action as users browse ideas, then take steps toward realization, often by discovering shoppable content. To support this jo…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Natural-Language to SysMLv2 Translation via Conformance-Driven Iterative Refinement

arXiv:2607.14162v1 Announce Type: new Abstract: Model-Based Systems Engineering (MBSE) relies on formal system models as primary technical artifacts for representing requirements, structure, and behavior across the syste…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Towards Reliable AI-Assisted Analog Design: Template-Constrained LLM Agents for SAR ADC Generation

arXiv:2607.14165v1 Announce Type: new Abstract: While Large Language Models (LLMs) have demonstrated significant capability in software code generation, their application to analog Electronic Design Automation (EDA) is b…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Stop Means Stop: Measuring and Repairing the Enforcement Gap in Agent-Framework Control Primitives

arXiv:2607.14166v1 Announce Type: new Abstract: Production LLM-agent frameworks expose control primitives -- human-in-the-loop approval gates, run cancellation, and execution timeouts -- whose names and documentation imp…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Structured Feedback Improves Repair in an LLM Agent Loop

arXiv:2607.14167v1 Announce Type: new Abstract: LLM agents often retry after external validation rejects a candidate, but the interface between validation and the next model call remains underspecified. We introduce Veri…

arXiv (cs)3h ago
Dastawez Jahan-Numa

When a Verified World Model Still Loses: Play-Adequacy vs Prediction-Accuracy in LLM-Synthesized Code World Models

arXiv:2607.14169v1 Announce Type: new Abstract: Large language models can synthesize a game's rules as executable code - a Code World Model (CWM) - which a classical planner then searches over. Such models are typically …

arXiv (cs)3h ago
Dastawez Jahan-Numa

Branching Policy Optimization: Sandbox-Native Language Agent Reinforcement Learning

arXiv:2607.14171v1 Announce Type: new Abstract: Reinforcement learning has emerged as the dominant paradigm for training large language model (LLM) agents that interact with executable sandboxes. State-of-the-art algorit…

arXiv (cs)3h ago
Dastawez Jahan-Numa

The Cost and Network Limits of Space-Based AI Compute

arXiv:2607.14172v1 Announce Type: new Abstract: This paper evaluates whether large-scale AI data centers deployed in low-Earth orbit (LEO) could become a cost-effective alternative to terrestrial facilities. The analysis…

arXiv (cs)3h ago
Dastawez Jahan-Numa

How Much of a 10-K Matters? Aggregation-Dependent Value of Full-Text versus Risk-Factor Sentiment

arXiv:2607.14174v1 Announce Type: new Abstract: Financial sentiment extraction has largely relied on news text and supervised extraction against return labels alone, leaving 10-K filings -- and volatility, the target ris…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Low-Latency Relay Selection in NR-V2X Vehicular Communications via Graph Isomorphism Networks with Edge Features

arXiv:2607.14176v1 Announce Type: new Abstract: Reliable, low-latency uplink connectivity is a key requirement for C-V2X networks in dense urban environments, where fast channel variations and blockages often degrade dir…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Adaptive Control of Motor-Position-Controlled Flexible Joint Robots with Uncertain Joint Stiffness

arXiv:2607.14177v1 Announce Type: new Abstract: Model-based control of flexible joint robots with position-controlled actuators relies on accurate knowledge of the joint compliance. In practice, precise stiffness models …

arXiv (cs)3h ago
Dastawez Jahan-Numa

ReasFlow: Assisting Reasoning-Centric Scientific Discovery in Applied Mathematics via a Knowledge-Based Multi-Agent System

arXiv:2607.14178v1 Announce Type: new Abstract: Recent advances in Large Language Models have fueled autonomous AI agents capable of tackling complex scientific tasks, yet existing automated research systems remain predo…

arXiv (cs)3h ago
Dastawez Jahan-Numa

RENEW: Towards Learning World Models and Repairing Model Exploitation from Preferences

arXiv:2607.14180v1 Announce Type: new Abstract: World models are widely used in offline reinforcement learning (RL) to improve sample efficiency and generate experience beyond a fixed dataset. However, they are vulnerabl…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Quantize with Confidence? An Empirical Study of Quantization for Code Generation

arXiv:2607.14181v1 Announce Type: new Abstract: The growing adoption of local inference frameworks such as Ollama has made it increasingly common for developers to run large code models on laptops and other resource-cons…

arXiv (cs)3h ago
Dastawez Jahan-Numa

Semantic Audio-driven Understanding for Dynamic Humanoid Whole Body Control

arXiv:2607.14182v1 Announce Type: new Abstract: Recent advances in humanoid robotics and reinforcement learning have enabled the acquisition of highly expressive whole-body motion policies. However, most robotic performa…

arXiv (cs)3h ago
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