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

ClinAgent is a conversational system based on agentic Retrieval-Augmented Generation that enables clinicians and researchers to query clinical trial information in plain language and receive grounded, up-to-date responses across multi-turn interactions, highlighting the potential of agentic AI systems to improve the ac...

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

ContinuumBench is presented, a benchmark that controls workload, connectivity, and calibration assumptions and metrics over completed tasks hide unfinished work in cloud-edge controllers and compares placement-only and scale-capable controllers under declared regimes and stressors.

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

This work builds on Wang et al.'s taxonomy of Continuum Orchestration Systems employing DRL techniques and extends it with two further dimensions, measuring how LLMs are exploited and bridging the incommensurable per-tier signals and the LLM Orchestrator.

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