output
20172020
most citedAdversarial Frontier Stitching for Remote Neural Network Watermarking

348 citations

6 papers

cs.DC2020★ 3 cited

Money Transfer Made Simple: a Specification, a Generic Algorithm, and its Proof

Alex Auvolat, Davide Frey, Michel Raynal +1

It has recently been shown that, contrarily to a common belief, money transfer in the presence of faulty (Byzantine) processes does not require strong agreement such as consensus.…

cs.DC2020★ 9 cited

Search via Parallel Lévy Walks on

Andrea Clementi, Francesco d'Amore, George Giakkoupis +1

Motivated by the Lévy foraging hypothesis -- the premise that various animal species have adapted to follow Lévy walks to optimize their search efficiency -- we study the parallel…

cs.LG2019★ 24 cited

The Bouncer Problem: Challenges to Remote Explainability

Erwan Le Merrer, Gilles Tredan

The concept of explainability is envisioned to satisfy society's demands for transparency on machine learning decisions. The concept is simple: like humans, algorithms should expla…

cs.LG2018★ 208 cited

MD-GAN: Multi-Discriminator Generative Adversarial Networks for Distributed Datasets

Corentin Hardy, Erwan Le Merrer, Bruno Sericola

A recent technical breakthrough in the domain of machine learning is the discovery and the multiple applications of Generative Adversarial Networks (GANs). Those generative models…

cs.DC2018★ 4 cited

Dietcoin: shortcutting the Bitcoin verification process for your smartphone

Davide Frey, Marc X. Makkes, Pierre-Louis Roman +2

Blockchains have a storage scalability issue. Their size is not bounded and they grow indefinitely as time passes. As of August 2017, the Bitcoin blockchain is about 120 GiB big wh…

cs.CR2017★ 348 cited

Adversarial Frontier Stitching for Remote Neural Network Watermarking

Erwan Le Merrer, Patrick Perez, Gilles Trédan

The state of the art performance of deep learning models comes at a high cost for companies and institutions, due to the tedious data collection and the heavy processing requiremen…