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Dive into the research topics where Luca Melis is active.

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Featured researches published by Luca Melis.


international workshop on security | 2016

Private Processing of Outsourced Network Functions: Feasibility and Constructions

Luca Melis; Hassan Jameel Asghar; Emiliano De Cristofaro; Mohamed Ali Kaafar

Aiming to reduce the cost and complexity of maintaining networking infrastructures, organizations are increasingly outsourcing their network functions (e.g., firewalls, traffic shapers and intrusion detection systems) to the cloud, and a number of industrial players have started to offer network function virtualization (NFV)-based solutions. Alas, outsourcing network functions in its current setting implies that sensitive network policies, such as firewall rules, are revealed to the cloud provider. In this paper, we investigate the use of cryptographic primitives for processing outsourced network functions, so that the provider does not learn any sensitive information. More specifically, we present a cryptographic treatment of privacy-preserving outsourcing of network functions, introducing security definitions as well as an abstract model of generic network functions, and then propose a few instantiations using partial homomorphic encryption and public-key encryption with keyword search. We include a proof-of-concept implementation of our constructions and show that network functions can be privately processed by an untrusted cloud provider in a few milliseconds.


workshop on hot topics in middleboxes and network function virtualization | 2016

SplitBox: Toward Efficient Private Network Function Virtualization

Hassan Jameel Asghar; Luca Melis; Cyril Soldani; Emiliano De Cristofaro; Mohamed Ali Kaafar; Laurent Mathy

This paper presents SplitBox, an efficient system for privacy-preserving processing of network functions that are outsourced as software processes to the cloud. Specifically, cloud providers processing the network functions do not learn the network policies instructing how the functions are to be processed. First, we propose an abstract model of a generic network function based on match-action pairs. We assume that this function is processed in a distributed manner by multiple honest-but-curious cloud service providers. Then, we introduce our SplitBox system for private network function virtualization and present a proof-of-concept implementation on FastClick, an extension of the Click modular router, using a firewall as a use case. Our experimental results achieve a throughput of over 2 Gbps with 1 kB-sized packets on average, traversing up to 60 firewall rules.


network and distributed system security symposium | 2016

Efficient Private Statistics with Succinct Sketches

Luca Melis; George Danezis; Emiliano De Cristofaro


arXiv: Cryptography and Security | 2017

LOGAN: Evaluating Privacy Leakage of Generative Models Using Generative Adversarial Networks.

Jamie Hayes; Luca Melis; George Danezis; Emiliano De Cristofaro


IACR Cryptology ePrint Archive | 2015

Private Processing of Outsourced Network Functions: Feasibility and Constructions.

Luca Melis; Hassan Jameel Asghar; Emiliano De Cristofaro; Mohamed Ali Kâafar


arXiv: Cryptography and Security | 2018

Inference Attacks Against Collaborative Learning.

Luca Melis; Congzheng Song; Emiliano De Cristofaro; Vitaly Shmatikov


arXiv: Cryptography and Security | 2015

Building and Measuring Privacy-Preserving Predictive Blacklists.

Luca Melis; Apostolos Pyrgelis; Emiliano De Cristofaro


arXiv: Cryptography and Security | 2018

LOGAN: Membership Inference Attacks Against Generative Models.

Jamie Hayes; Luca Melis; George Danezis; Emiliano De Cristofaro


arXiv: Cryptography and Security | 2018

On Collaborative Predictive Blacklisting.

Luca Melis; Apostolos Pyrgelis; Emiliano De Cristofaro


arXiv: Cryptography and Security | 2018

Exploiting Unintended Feature Leakage in Collaborative Learning.

Luca Melis; Congzheng Song; Emiliano De Cristofaro; Vitaly Shmatikov

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Hassan Jameel Asghar

Commonwealth Scientific and Industrial Research Organisation

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George Danezis

University College London

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Jamie Hayes

University College London

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Mohamed Ali Kaafar

Commonwealth Scientific and Industrial Research Organisation

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