activity
20142024
most citedIn-network Neural Networks

34 citations · 143 across the 18 of their papers we have counts for

collaborators

19 papers

cs.CR2024★ 3 cited

AutoPenBench: Benchmarking Generative Agents for Penetration Testing

Luca Gioacchini, Marco Mellia, Idilio Drago +3

Generative AI agents, software systems powered by Large Language Models (LLMs), are emerging as a promising approach to automate cybersecurity tasks. Among the others, penetration…

cs.LG2024★ 20 cited

What Did I Do Wrong? Quantifying LLMs' Sensitivity and Consistency to Prompt Engineering

Federico Errica, Giuseppe Siracusano, Davide Sanvito +1

Large Language Models (LLMs) changed the way we design and interact with software systems. Their ability to process and extract information from text has drastically improved produ…

cs.AI2024★ 2 cited

AgentQuest: A Modular Benchmark Framework to Measure Progress and Improve LLM Agents

Luca Gioacchini, Giuseppe Siracusano, Davide Sanvito +4

The advances made by Large Language Models (LLMs) have led to the pursuit of LLM agents that can solve intricate, multi-step reasoning tasks. As with any research pursuit, benchmar…

cs.LG2022

syslrn: Learning What to Monitor for Efficient Anomaly Detection

Davide Sanvito, Giuseppe Siracusano, Sharan Santhanam +2

While monitoring system behavior to detect anomalies and failures is important, existing methods based on log-analysis can only be as good as the information contained in the logs,…

cs.AR2020★ 25 cited

hXDP: Efficient Software Packet Processing on FPGA NICs

Marco Spaziani Brunella, Giacomo Belocchi, Marco Bonola +7

FPGA accelerators on the NIC enable the offloading of expensive packet processing tasks from the CPU. However, FPGAs have limited resources that may need to be shared among diverse…

cs.DC2020★ 2 cited

Running Neural Networks on the NIC

Giuseppe Siracusano, Salvator Galea, Davide Sanvito +4

In this paper we show that the data plane of commodity programmable (Network Interface Cards) NICs can run neural network inference tasks required by packet monitoring applications…