Search Results for author: Ari Juels

Found 4 papers, 3 papers with code

SquirRL: Automating Attack Discovery on Blockchain Incentive Mechanisms with Deep Reinforcement Learning

1 code implementation4 Dec 2019 Charlie Hou, Mingxun Zhou, Yan Ji, Phil Daian, Florian Tramer, Giulia Fanti, Ari Juels

Incentive mechanisms are central to the functionality of permissionless blockchains: they incentivize participants to run and secure the underlying consensus protocol.

Cryptography and Security

Flash Boys 2.0: Frontrunning, Transaction Reordering, and Consensus Instability in Decentralized Exchanges

5 code implementations10 Apr 2019 Philip Daian, Steven Goldfeder, Tyler Kell, Yunqi Li, Xueyuan Zhao, Iddo Bentov, Lorenz Breidenbach, Ari Juels

We study the breadth of DEX arbitrage bots in a subset of transactions that yield quantifiable revenue to these bots.

Cryptography and Security Computer Science and Game Theory

Stealing Machine Learning Models via Prediction APIs

1 code implementation9 Sep 2016 Florian Tramèr, Fan Zhang, Ari Juels, Michael K. Reiter, Thomas Ristenpart

In such attacks, an adversary with black-box access, but no prior knowledge of an ML model's parameters or training data, aims to duplicate the functionality of (i. e., "steal") the model.

BIG-bench Machine Learning Learning Theory +1

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