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134 citations · 390 across the 29 of their papers we have counts for

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Showing 2019Show all

12 papers · 1 filter

cs.IT2019★ 84 cited

Turbo Autoencoder: Deep learning based channel codes for point-to-point communication channels

Yihan Jiang, Hyeji Kim, Himanshu Asnani +3

Designing codes that combat the noise in a communication medium has remained a significant area of research in information theory as well as wireless communications. Asymptotically…

cs.CR2019

Proof-of-Stake Longest Chain Protocols: Security vs Predictability

Vivek Bagaria, Amir Dembo, Sreeram Kannan +5

The Nakamoto longest chain protocol is remarkably simple and has been proven to provide security against any adversary with less than 50% of the total hashing power. Proof-of-stake…

cs.CR2019★ 9 cited

Coded Merkle Tree: Solving Data Availability Attacks in Blockchains

Mingchao Yu, Saeid Sahraei, Songze Li +3

In this paper, we propose coded Merkle tree (CMT), a novel hash accumulator that offers a constant-cost protection against data availability attacks in blockchains, even if the maj…

cs.LG2019

Improving Federated Learning Personalization via Model Agnostic Meta Learning

Yihan Jiang, Jakub Konečný, Keith Rush +1

Federated Learning (FL) refers to learning a high quality global model based on decentralized data storage, without ever copying the raw data. A natural scenario arises with data c…

cs.LG2019

Are Odds Really Odd? Bypassing Statistical Detection of Adversarial Examples

Hossein Hosseini, Sreeram Kannan, Radha Poovendran

Deep learning classifiers are known to be vulnerable to adversarial examples. A recent paper presented at ICML 2019 proposed a statistical test detection method based on the observ…

cs.IT2019

Coded State Machine -- Scaling State Machine Execution under Byzantine Faults

Songze Li, Saeid Sahraei, Mingchao Yu +3

We introduce an information-theoretic framework, named Coded State Machine (CSM), to securely and efficiently execute multiple state machines on untrusted network nodes, some of wh…