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Author

Antonino Vaccarella

University of Pisa, CNR-ISTI

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#artificial intelligence Preprint Sep 2026

ClinAgent: A ReAct-Based Agent for Conversational Access to Clinical Trial Information

Querying clinical trial registries remains a manual and error-prone process, requiring researchers to navigate large volumes of semi-structured data without support for natural language interaction or cross-source synthesis. To address this, we introduce ClinAgent, a conversational system based on agentic Retrieval-Aug...

Antonino Vaccarella, Riccardo Cantini, Domenico Talia et al. · 0 citations
Preprint Sep 2026

ContinuumBench: Benchmarking Joint Autoscaling and Placement Across Evaluation Regimes in the Cloud-Edge Continuum

Cloud-edge controllers coordinate service placement, replica scaling, and resource pre-warming to keep end-to-end latency within application deadlines. But evaluations often obscure the source of a reported gain: placement and scaling are studied separately; workload, connectivity, and calibration assumptions remain im...

Lan-Pei Li, Antonino Vaccarella, Vincenzo Lomonaco et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Smart Adaptive Computing Across the Continuum: LLMs in IoT-Edge-Cloud Resource Management

Managing resources across IoT, edge, and cloud layers calls for continuous, context-aware decisions under constraints that rarely stay fixed. Deep reinforcement learning (DRL) handles this class of problems well, and large language models (LLMs) are increasingly used to augment DRL pipelines, yet the architectural rela...

Antonino Vaccarella, Lan-Pei Li, Vincenzo Lomonaco et al. · 0 citations

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