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Security and Resilience in Distributed Machine Learning

Challenges, Techniques, and Future Directions

de Kai Li, Xin Yuan, Wei Ni ...

Series series Engineering (R0)
This book offers a comprehensive exploration of federated learning (FL), a novel approach to decentralized, privacy-preserving machine learning. This book delves into the resilience and security challenges inherent to FL, such as model poisoning and malicious attacks, that jeopardize system integrity. Through cutting-edge research and practical insights, the book introduces defense mechanisms like ... Leer más

$3,311 MXN

This book offers a comprehensive exploration of federated learning (FL), a novel approach to decentralized, privacy-preserving machine learning. This book delves into the resilience and security challenges inherent to FL, such as model poisoning and malicious attacks, that jeopardize system integrity. Through cutting-edge research and practical insights, the book introduces defense mechanisms like
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Information Security and Privacy

30th Australasian Conference, ACISP 2025, Wollongong, NSW, Australia, July 14–16, 2025, Proceedings, Part III

Edición de Willy Susilo, Josef Pieprzyk ...

Series Libro 3 - Springer Nature Proceedings Computer Science
This three-volume set in LNCS constitutes the refereed proceedings of the 30th Australasian Conference on Information Security and Privacy, ACISP 2025, held in Wollongong, NSW, Australia, during July 14–16, 2025.The 54 full papers, 6 short papers and 1 invited paper included in this book were carefully reviewed andselected from 181 submissions. They were organized in topical sections as follows: ... Leer más

$1,472 MXN

This three-volume set in LNCS constitutes the refereed proceedings of the 30th Australasian Conference on Information Security and Privacy, ACISP 2025, held in Wollongong, NSW, Australia, during July 14–16, 2025.The 54 full papers, 6 short papers and 1 invited paper included in this book were carefully reviewed andselected from 181 submissions. They were organized in topical sections as follows:
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Algorithms and Architectures for Parallel Processing

24th International Conference, ICA3PP 2024, Macau, China, October 29–31, 2024, Proceedings, Part I

Edición de Tianqing Zhu, Jin Li, Aniello Castiglione ...

Series Libro 1 - Springer Nature Proceedings Computer Science
The six-volume set, LNCS 15251-15256, constitutes the refereed proceedings of the 24th International Conference on Algorithms and Architectures for Parallel Processing, ICA3PP 2024, held in Macau, China, during October 29–31, 2024.The 91 full papers, 35 short papers and 5 workshop papers included in these proceedings were carefully reviewed and selected from 265 submissions. They focus on the many ... Leer más

$1,380 MXN

The six-volume set, LNCS 15251-15256, constitutes the refereed proceedings of the 24th International Conference on Algorithms and Architectures for Parallel Processing, ICA3PP 2024, held in Macau, China, during October 29–31, 2024.The 91 full papers, 35 short papers and 5 workshop papers included in these proceedings were carefully reviewed and selected from 265 submissions. They focus on the many
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Handbook of Trustworthy Federated Learning

Edición de My T. Thai, Hai N. Phan, Bhavani Thuraisingham ...

Series series Computer Science (R0)
This handbook aims to serve as a one-stop, reliable resource, including curated surveys and expository contributions on federated learning. It covers a comprehensive range of topics, providing the reader with technical and non-technical fundamentals, applications, and extensive details of various topics. The readership spans from researchers and academics to practitioners who are deeply engaged or ... Leer más

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This handbook aims to serve as a one-stop, reliable resource, including curated surveys and expository contributions on federated learning. It covers a comprehensive range of topics, providing the reader with technical and non-technical fundamentals, applications, and extensive details of various topics. The readership spans from researchers and academics to practitioners who are deeply engaged or
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Algorithms and Architectures for Parallel Processing

24th International Conference, ICA3PP 2024, Macau, China, October 29–31, 2024, Proceedings, Part V

Edición de Tianqing Zhu, Jin Li, Aniello Castiglione ...

Series Libro 5 - Springer Nature Proceedings Computer Science
The six-volume set, LNCS 15251-15256, constitutes the refereed proceedings of the 24th International Conference on Algorithms and Architectures for Parallel Processing, ICA3PP 2024, held in Macau, China, during October 29–31, 2024.The 91 full papers, 35 short papers and 5 workshop papers included in these proceedings were carefully reviewed and selected from 265 submissions. They focus on the many ... Leer más

$1,380 MXN

The six-volume set, LNCS 15251-15256, constitutes the refereed proceedings of the 24th International Conference on Algorithms and Architectures for Parallel Processing, ICA3PP 2024, held in Macau, China, during October 29–31, 2024.The 91 full papers, 35 short papers and 5 workshop papers included in these proceedings were carefully reviewed and selected from 265 submissions. They focus on the many
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Security and Privacy in Communication Networks

21st EAI International Conference, SecureComm 2025, Xiangtan, China, July 4–6, 2025, Proceedings, Part II

Edición de Wei Liang, Sun-Yuan Kung, Meikang Qiu ...

Series Libro 2 - Springer Nature Proceedings Computer Science
This four-volume set LNISCT 687-690 constitutes the proceedings of the 21st EAI International Conference on Security and Privacy in Communication Networks, SecureComm 2025, held in Xiangtan, China, during July 4 - 6, 2025.The 119 full papers included in these volumes were carefully reviewed and selected from 341 submissions. They are organized in the following topical sections:Part I: Distributed ... Leer más

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This four-volume set LNISCT 687-690 constitutes the proceedings of the 21st EAI International Conference on Security and Privacy in Communication Networks, SecureComm 2025, held in Xiangtan, China, during July 4 - 6, 2025.The 119 full papers included in these volumes were carefully reviewed and selected from 341 submissions. They are organized in the following topical sections:Part I: Distributed
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Advanced Intelligent Computing Technology and Applications

21st International Conference, ICIC 2025, Ningbo, China, July 26–29, 2025, Proceedings, Part VI

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Series Libro 6 - Springer Nature Proceedings Computer Science
The 12-volume set CCIS 2564-2575, together with the 28-volume set LNCS/LNAI/LNBI 15842-15869, constitutes the refereed proceedings of the 21st International Conference on Intelligent Computing, ICIC 2025, held in Ningbo, China, during July 26-29, 2025.The 523 papers presented in these proceedings books were carefully reviewed and selected from 4032 submissions.This year, the conference ... Leer más

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The 12-volume set CCIS 2564-2575, together with the 28-volume set LNCS/LNAI/LNBI 15842-15869, constitutes the refereed proceedings of the 21st International Conference on Intelligent Computing, ICIC 2025, held in Ningbo, China, during July 26-29, 2025.The 523 papers presented in these proceedings books were carefully reviewed and selected from 4032 submissions.This year, the conference
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Algorithms and Architectures for Parallel Processing

24th International Conference, ICA3PP 2024, Macau, China, October 29–31, 2024, Proceedings, Part IV

Edición de Tianqing Zhu, Jin Li, Aniello Castiglione ...

Series Libro 4 - Springer Nature Proceedings Computer Science
The six-volume set, LNCS 15251-15256, constitutes the refereed proceedings of the 24th International Conference on Algorithms and Architectures for Parallel Processing, ICA3PP 2024, held in Macau, China, during October 29–31, 2024.The 91 full papers, 35 short papers and 5 workshop papers included in these proceedings were carefully reviewed and selected from 265 submissions. They focus on the many ... Leer más

$1,380 MXN

The six-volume set, LNCS 15251-15256, constitutes the refereed proceedings of the 24th International Conference on Algorithms and Architectures for Parallel Processing, ICA3PP 2024, held in Macau, China, during October 29–31, 2024.The 91 full papers, 35 short papers and 5 workshop papers included in these proceedings were carefully reviewed and selected from 265 submissions. They focus on the many
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Knowledge Science, Engineering and Management

15th International Conference, KSEM 2022, Singapore, August 6–8, 2022, Proceedings, Part III

Edición de Gerard Memmi, Baijian Yang, Linghe Kong, Tianwei Zhang, Meikang Qiu ...

Series Libro 3 - Springer Nature Proceedings Computer Science
The three-volume sets constitute the refereed proceedings of the 15th International Conference on Knowledge Science, Engineering and Management, KSEM 2022, held in Singapore, during August 6–8, 2022.The 169 full papers presented in these proceedings were carefully reviewed and selected from 498 submissions. The papers are organized in the following topical sections:Volume I:Knowledge Science with ... Leer más

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The three-volume sets constitute the refereed proceedings of the 15th International Conference on Knowledge Science, Engineering and Management, KSEM 2022, held in Singapore, during August 6–8, 2022.The 169 full papers presented in these proceedings were carefully reviewed and selected from 498 submissions. The papers are organized in the following topical sections:Volume I:Knowledge Science with
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Web and Big Data

APWeb-WAIM 2017 International Workshops: MWDA, HotSpatial, GDMA, DDC, SDMA, MASS, Beijing, China, July 7-9, 2017, Revised Selected Papers

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Series series Springer Nature Proceedings Computer Science
This book constitutes the thoroughly refereed post-conference proceedings of the First APWeb-WAIM 2017 Workshops, held jointly with the First International Joint Conference APWeb-WAIM 2017, held in Beijing, China, in July 2017. The 25 full papers presented were carefully reviewed and selected from 40 submissions. The papers originating from six workshops present cutting-edge ideas, results, ... Leer más

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This book constitutes the thoroughly refereed post-conference proceedings of the First APWeb-WAIM 2017 Workshops, held jointly with the First International Joint Conference APWeb-WAIM 2017, held in Beijing, China, in July 2017. The 25 full papers presented were carefully reviewed and selected from 40 submissions. The papers originating from six workshops present cutting-edge ideas, results,
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Knowledge Science, Engineering and Management

18th International Conference, KSEM 2025, Macao, China, August 4–7, 2025, Proceedings, Part VI

Edición de Tianqing Zhu, Wanlei Zhou, Congcong Zhu ...

Series Libro 6 - Springer Nature Proceedings Computer Science
The six-volume proceedings set LNAI 15919, 15920, 15921, 15922, 15923 and 15924 constitutes the refereed proceedings of the 18th International Conference on Knowledge Science, Engineering and Management, KSEM 2025, held in Macao, China during August 4–7, 2025.The 106 papers and 66 short papers are included in these proceedings were carefully reviewed and selected from 354 submissions. They focus ... Leer más

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The six-volume proceedings set LNAI 15919, 15920, 15921, 15922, 15923 and 15924 constitutes the refereed proceedings of the 18th International Conference on Knowledge Science, Engineering and Management, KSEM 2025, held in Macao, China during August 4–7, 2025.The 106 papers and 66 short papers are included in these proceedings were carefully reviewed and selected from 354 submissions. They focus
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Backdoor Attacks against Learning-Based Algorithms

de Shaofeng Li, Haojin Zhu, Wen Wu, Xuemin (Sherman) Shen ...

Series series Computer Science (R0)
This book introduces a new type of data poisoning attack, dubbed, backdoor attack. In backdoor attacks, an attacker can train the model with poisoned data to obtain a model that performs well on a normal input but behaves wrongly with crafted triggers. Backdoor attacks can occur in many scenarios where the training process is not entirely controlled, such as using third-party datasets, third-party ... Leer más

$2,759 MXN

This book introduces a new type of data poisoning attack, dubbed, backdoor attack. In backdoor attacks, an attacker can train the model with poisoned data to obtain a model that performs well on a normal input but behaves wrongly with crafted triggers. Backdoor attacks can occur in many scenarios where the training process is not entirely controlled, such as using third-party datasets, third-party
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