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Security-Preserving Federated Learning via Byzantine-Sensitive Triplet Distance
[article]
2022
arXiv
pre-print
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While being an effective framework of learning a shared model across multiple edge devices, federated learning (FL) is generally vulnerable to Byzantine attacks from adversarial edge devices. ...
Key idea is to extract essential information from every local models along with the previous global model to define a distance measure in a manner similar to triplet loss. ...
Based on the proposed triplet distance that uses the previous round's global model as an anchor, the proposed FL is robust to Byzantine attacks.
model poisoning attacks. ...
arXiv:2210.16519v1
fatcat:a5o3p4z5obdhdes2pox6vzepue
Privacy and Robustness in Federated Learning: Attacks and Defenses
[article]
2022
arXiv
pre-print
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Finally, we discuss promising future research directions towards robust and privacy-preserving federated learning. ...
Recently, federated learning (FL) has emerged as an alternative solution and continue to thrive in this new reality. ...
[30] , [40] , [88] Secure Multiparty Computation [89] , [5] While privacy preservation has been extensively studied in the machine learning community, privacy preservation in federated learning ...
arXiv:2012.06337v3
fatcat:f5aflxnsdrdcdf4kvoa6yzseqq
Federated Unlearning: A Survey on Methods, Design Guidelines, and Evaluation Metrics
[article]
2024
arXiv
pre-print
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2024 pre-print arXiv:2401.05146v1 fatcat:h2vkdaij3reldd6ieyjy4oz6lq
Federated Learning (FL) enables collaborative training of a Machine Learning (ML) model across multiple parties, facilitating the preservation of users' and institutions' privacy by keeping data stored ...
This highlights the necessity for novel Federated Unlearning (FU) algorithms, which can efficiently remove specific clients' contributions without full model retraining. ...
to preserve privacy and/or enhance security. ...
arXiv:2401.05146v2
fatcat:u4pvk3obkvfipo2lnkq4hvskpm
D1.1 - State of the Art Analysis
2021
Zenodo
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Then, the deliverable provides a background on AI applications design, also considering some advanced design trends (e.g., Network Architecture Search, Federated Learning, Deep Neural Networks partitioning ...
The aim of the AI-SPRINT "Artificial intelligence in Secure PRIvacy-preserving computing coNTinuum" project is to develop a platform composed of design and runtime management tools to seamlessly design ...
As part of the contribution to federated learning, AI-SPRINT will design methods for the seamless update of models either via weights updates or via model redeployment. ...
doi:10.5281/zenodo.6372377
fatcat:f6ldfuwivbcltew4smiiwphfty
Converging blockchain and next-generation artificial intelligence technologies to decentralize and accelerate biomedical research and healthcare
2017
OncoTarget
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A secure and transparent distributed personal data marketplace utilizing blockchain and deep learning technologies may be able to resolve the challenges faced by the regulators and return the control over ...
The novel deep learning and transfer learning techniques are turning any data about the person into medical data transforming simple facial pictures and videos into powerful sources of data for predictive ...
The choice of constant K depends on the blockchain security model; as per Byzantine fault tolerance assumptions, K > round (N/3). 2. ...
doi:10.18632/oncotarget.22345
pmid:29464026
pmcid:PMC5814166
fatcat:letjwuibxfd5tosha5qipuyiky
Hidden in Plain Sight: Storing and Managing Secrets on a Public Ledger
[article]
2018
IACR Cryptology ePrint Archive
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Distributed ledgers provide high availability and integrity, making them a key enabler for practical and secure computation of distributed workloads among mutually distrustful parties. ...
Our benchmarks show that transaction-processing latency increases linearly in terms of security (number of trustees) and is in the range of 0.2 to 8 seconds for 16 to 128 trustees. ...
are, especially in a Byzantine environment. ...
dblp:journals/iacr/Kokoris-KogiasA18
fatcat:55uesk23ljd35a4fe3auonilka
Table of contents
2021
ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
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AUTHENTICATION IN CLOUD Mengdi Wang, Di Xiao, Jia Liang, Chongqing University, PRIVACY-PRESERVING NEAR NEIGHBOR SEARCH VIA SPARSE CODING ................................... 2635 WITH AMBIGUATION Behrooz ...
LINK PREDICTION VIA REINFORCEMENT LEARNING ......................................... 3460 Ye Tao, Ying Li, Zhonghai Wu, Peking University, China MLSP-26.4: A DEEP REINFORCEMENT LEARNING APPROACH TO AUDIO-BASED ...
doi:10.1109/icassp39728.2021.9414617
fatcat:m5ugnnuk7nacbd6jr6gv2lsfby
Applications of Economic and Pricing Models for Wireless Network Security: A Survey
[article]
2017
arXiv
pre-print
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This paper provides a comprehensive literature review on applications of economic and pricing theory to security issues in wireless networks. ...
Finally, we highlight important challenges, open issues and future research directions of applying economic and pricing models to wireless security issues. ...
The bidders then submit their vectors to the auctioneer via a secure channel employing the auctioneer's public key. ...
arXiv:1707.07846v1
fatcat:xb3jvolwmjad7oxdefdd2pq7dq
Tutorial-Cum-Survey on Semantic and Goal- Oriented Communication: Research Landscape, Challenges, and Future Directions
[article]
2023
arXiv
pre-print
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In mitigating this challenge in part, causal representation learning is useful, as discussed below. 5) Causal Representation Learning: semantic representation via causal representation learning [146] ...
NeuroComm's end-to-end design [307] is based on supervised learning via surrogate gradient descent (GD) methods. ...
arXiv:2308.01913v1
fatcat:ia6bdxdndvhxzfams4j6rhnubi
Migrating heritage: experiences of cultural networks and cultural dialogue in Europe
2016
International Journal of Heritage Studies (IJHS)
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On the one hand, the visitors learn something about the varied, individual characters and biographies of those interviewed via the personal tours. ...
The programme was intended to open up museological practice and mainstream Byzantine and post-Byzantine heritage to the Roma now living in Greece. ...
Finally, I would like to acknowledge the insights received from the scholars and creative practitioners of the Ariadne Project, a Life Long Learning initiative researching the role of art for intercultural ...
doi:10.1080/13527258.2016.1182052
fatcat:rwb5jcohrjfo5delouext3bajm
Migrating heritage: Experiences of cultural networks and cultural dialogue in Europe
2015
The Australian Library Journal
Preserved Fulltext
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On the one hand, the visitors learn something about the varied, individual characters and biographies of those interviewed via the personal tours. ...
The programme was intended to open up museological practice and mainstream Byzantine and post-Byzantine heritage to the Roma now living in Greece. ...
Finally, I would like to acknowledge the insights received from the scholars and creative practitioners of the Ariadne Project, a Life Long Learning initiative researching the role of art for intercultural ...
doi:10.1080/00049670.2015.1040359
fatcat:7cff7ntlnvhslm4vscymo4xcfy
Ofelimos: Combinatorial Optimization via Proof-of-Useful-Work \\ A Provably Secure Blockchain Protocol
[article]
2021
IACR Cryptology ePrint Archive
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We provide a thorough security analysis of our protocol and additionally present metrics that reect the usefulness of the system. ...
primitive in Nakamoto's longest chain protocol with a proof of useful work (PoUW) has been long theorized as an ideal solution in many respects but, to this day, the concept still lacks a convincingly secure ...
Note that deviating from this strategy may only impact usefulnessthe security of the protocol is maintained against any Byzantine deviation. ...
dblp:journals/iacr/FitziKPR21
fatcat:vgccmerafjg5jhfdn4ekcahhqa
Abstracts of Presentations
1995
Lake and reservoir management
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the most poorly on the learning task. ...
From the Byzantine to the Gothic, from Istria to the Levant, the journey of this stone is the journey of Venice itself. ...
doi:10.1080/07438149509354371
fatcat:7ugmrjclcreqflltganfbwzene
Abstracts of Presentations
1990
Journal of Aerosol Medicine
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the most poorly on the learning task. ...
From the Byzantine to the Gothic, from Istria to the Levant, the journey of this stone is the journey of Venice itself. ...
doi:10.1089/jam.1990.3.suppl_1.s-3
fatcat:dknzzdwe5vecnfuinlqqvepnxe
Abstracts of Presentations
1989
Biomaterials Artificial Cells and Artificial Organs
Preserved Fulltext
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the most poorly on the learning task. ...
From the Byzantine to the Gothic, from Istria to the Levant, the journey of this stone is the journey of Venice itself. ...
doi:10.3109/10731198909117643
fatcat:zf2t5ocbkrb2fof4k34gbqfzu4
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