標(biāo)題: Titlebook: Handbook of Trustworthy Federated Learning; My T. Thai,Hai N. Phan,Bhavani Thuraisingham Book 2025 The Editor(s) (if applicable) and The A [打印本頁] 作者: 誓約 時間: 2025-3-21 20:07
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作者: 可卡 時間: 2025-3-21 22:38
1931-6828 and practice communities towards adapting federated learning.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 fu作者: FACT 時間: 2025-3-22 02:48
A Two-Stage Stochastic Programming Approach for the Key Management ,-Composite Schemeroduce a desired level of communication security in settings where the network topology is unknown in advance. The model enables secure encryption strategies that are resilient against node capture, failures, and network topology changes. We present computational studies to demonstrate the efficacy of the proposed scheme.作者: 智力高 時間: 2025-3-22 05:33
Federated Bilevel Optimizationtate-of-the-art (SOTA) algorithms, and recent advances in federated bilevel optimization. Especially, this chapter demonstrates how SOTA algorithms approximate hypergradient under different settings to make federated bilevel optimization feasible.作者: Vasodilation 時間: 2025-3-22 11:33
Robust Federated Learning for Edge Intelligenceramount. It is imperative to ensure the transparency, accountability, and fairness of AI systems to foster their social acceptance and adoption, mitigate their risks and harms, and maximize their benefits and opportunities.作者: 使饑餓 時間: 2025-3-22 13:54 作者: Aggressive 時間: 2025-3-22 19:26
Secure Federated Learningoach to detect and mitigate attacks. In phase I, LoMar scores model updates based on the relative distribution over neighboring participants using kernel density estimation. In phase II, an optimal threshold is approximated to distinguish between malicious and clean updates. Extensive experiments on作者: 品嘗你的人 時間: 2025-3-22 22:19
Data Poisoning and Leakage Analysis in Federated Learningtrimental damage on the performance of the global model. We will categorize and compare representative poisoning attacks and the effectiveness of their mitigation techniques, delivering an in-depth understanding of the negative impact of data poisoning. Finally, we demonstrate the potential of dynam作者: 調(diào)整校對 時間: 2025-3-23 04:18
Robust Federated Learning Against Targeted Attackers Using Model Updates Correlation similarity based algorithms in distributed attack settings are then acknowledged. To combat these attacks, we introduce a divergence-based algorithm called Div-DBAD and establish its superiority on distributed backdoor attacks done on the setup. Experimental analysis on two standard machine learnin作者: justify 時間: 2025-3-23 09:24
Unfair Trojan: Targeted Backdoor Attacks Against Model Fairnessfairness. This chapter demonstrates a novel and flexible attack, which we call Unfair Trojan, which aims to target model fairness while remaining stealthy. Using this attack, an adversary can have devastating effects against machine learning models, increasing their demographic parity, a key fairnes作者: 詞根詞綴法 時間: 2025-3-23 11:03
Recent Advances in Federated Graph Learningnce, while locally biased data may lead to overfitting due to limited graph representation. Moreover, the inherent privacy challenges in FL impact the safeguarding of user data. This chapter presents FL and GNNs as separate entities, explaining the core challenges and recent advancements in their in作者: Diastole 時間: 2025-3-23 16:48
Privacy in Federated Learning Natural Language Modelsd evaluation show that our UeDP-Alg outperforms baseline approaches in model utility under the same privacy budget consumption on several NLM tasks, using benchmark datasets. The chapter will continue with discussion about extending UeDP to solve privacy problems in training large language models, i作者: Bronchial-Tubes 時間: 2025-3-23 21:51 作者: 高射炮 時間: 2025-3-23 23:05 作者: Alcove 時間: 2025-3-24 04:42
Synthetic Data for Privacy Preservation in Distributed Data Analysis SystemsIt reduces data privacy costs, fosters experimentation, enables collaboration, and expedites projects, seamlessly aligning with digital transformation goals. In this chapter, we review the work in this space and describe some of our own recent efforts.作者: 壁畫 時間: 2025-3-24 08:26
Toward Green Federated Learningce phases. Further, the scalability of green FL is also of importance for a real-world implementation over a large number of devices. These challenges are coupled with developing efficient learning algorithms under strict resource constraints in both devices and networks. Hence, green FL requires an作者: Estimable 時間: 2025-3-24 14:31
Xiaopeng Jiang,Hessamaldin Mohammadi,Cristian Borcea,NhatHai Phanlack people, this book argues that "race" shaped the contours and possibilities of social mobility in particular ways. This book is critical reading for specialists in the fields of inequality and race, class, 978-3-030-90767-9978-3-030-90765-5作者: Pigeon 時間: 2025-3-24 16:05
1931-6828 Privacy) explores the robust defense mechanisms against targeted attacks and addresses fairness concerns, providing a multifaceted foundation for securing Federated Learning systems against evolving threats. P978-3-031-58925-6978-3-031-58923-2Series ISSN 1931-6828 Series E-ISSN 1931-6836 作者: MOTTO 時間: 2025-3-24 19:41 作者: 卵石 時間: 2025-3-25 00:56
Dongxiao Yu,Xiao Zhang,Hanshu He,Shuzhen Chen,Jing Qiao,Yangyang Wang,Xiuzhen Chengon and work in shaping the black middle classes both in the past and today. I also examine the contentious relationship between middle-class and lower-class black people and critiques of black leadership, exploring the circumstances under which some research participants become involved in their “co作者: 必死 時間: 2025-3-25 06:55 作者: 調(diào)情 時間: 2025-3-25 09:01
Minsu Kim,Walid Saadnowledgement of ethnically and racially plural national populations in “new” multiculturalist oriented constitutions. It is in that context that emerged what Charles Hale (2004) calls . (literally the “allowed Indian,” or the “permitted Indian identity”) and that Latin American African diasporic pop作者: N斯巴達(dá)人 時間: 2025-3-25 11:54
Book 2025tion and model security...?..The resource is divided into four parts. Part 1 (Security and Privacy) explores the robust defense mechanisms against targeted attacks and addresses fairness concerns, providing a multifaceted foundation for securing Federated Learning systems against evolving threats. P作者: 隱語 時間: 2025-3-25 19:44 作者: maroon 時間: 2025-3-25 20:11
Priyesh Ranjan,Ashish Gupta,Sajal K. Daseatre settings. Individuals including qualitative researchers interested in exploring more affective possibilities or arts-based researchers can also read this collection as an example of methodological exemplar. Finally, anyone interested in the Black experience as well as the spe978-94-6209-917-3作者: Blanch 時間: 2025-3-26 03:10
Nicholas Furth,Abdallah Khreishah,Guanxiong Liu,NhatHai Phan,Yasser Jararweheatre settings. Individuals including qualitative researchers interested in exploring more affective possibilities or arts-based researchers can also read this collection as an example of methodological exemplar. Finally, anyone interested in the Black experience as well as the spe978-94-6209-917-3作者: 千篇一律 時間: 2025-3-26 06:13
Hongchang Gaoeatre settings. Individuals including qualitative researchers interested in exploring more affective possibilities or arts-based researchers can also read this collection as an example of methodological exemplar. Finally, anyone interested in the Black experience as well as the spe978-94-6209-917-3作者: Homocystinuria 時間: 2025-3-26 09:35
Maciej Rysz,Guanglin Xu,Alexander Semenoveatre settings. Individuals including qualitative researchers interested in exploring more affective possibilities or arts-based researchers can also read this collection as an example of methodological exemplar. Finally, anyone interested in the Black experience as well as the spe978-94-6209-917-3作者: MEET 時間: 2025-3-26 13:12 作者: 不容置疑 時間: 2025-3-26 18:49 作者: Brittle 時間: 2025-3-26 22:04
Trustworthiness, Privacy, and Security in Federated Learninghe regulatory requirements of laws and regulations are becoming increasingly strict, bringing huge impacts and challenges to enterprises with user’s personal data such as Internet services and financial technology. Up to a point, federal learning ensures data privacy by storing and processing person作者: tariff 時間: 2025-3-27 03:09
Secure Federated Learningt sharing their raw data. It addresses the challenge of data privacy in distributed environments by allowing data to remain decentralized while still benefiting from the collective knowledge. However, due to this collaborative training of a shared model, it has been known that FL is susceptible to v作者: Barrister 時間: 2025-3-27 09:01 作者: Needlework 時間: 2025-3-27 12:39 作者: 言外之意 時間: 2025-3-27 17:03
Unfair Trojan: Targeted Backdoor Attacks Against Model Fairness they are becoming increasingly vulnerable to various forms of attacks, such as backdoor and data poisoning attacks that can have adverse effects on model behavior. These attacks become more prevalent and complex in federated learning, where multiple local models contribute to a single global model 作者: uveitis 時間: 2025-3-27 21:22
Federated Bilevel Optimizationsearch, meta learning, etc. To facilitate those machine learning models to federated learning, federated bilevel optimization has been actively studied recently. To deepen the understanding of federated bilevel optimization and advance its development, this chapter discusses the unique challenges, s作者: 命令變成大炮 時間: 2025-3-27 22:22 作者: Optometrist 時間: 2025-3-28 05:10 作者: abracadabra 時間: 2025-3-28 09:11
Privacy in Federated Learning Natural Language Models individual training examples, which severely affects the privacy and security of private datasets. In this chapter, we will discuss training language models in Federated Learning and its privacy and security challenges of the training process. We introduce a novel concept of user-entity differentia作者: 游行 時間: 2025-3-28 12:52
Federated Learning of Models Pretrained on Different Features with Consensus Graphsce. Existing federated learning paradigms enable this via model aggregation that enforces a strong form of modeling homogeneity and synchronicity across clients. This is however not suitable to many practical scenarios. For example, in distributed sensing, heterogeneous sensors reading data from dif作者: Commodious 時間: 2025-3-28 17:02 作者: Musculoskeletal 時間: 2025-3-28 20:25 作者: Induction 時間: 2025-3-29 02:15
Synthetic Data for Privacy Preservation in Distributed Data Analysis Systemsnately, data anonymization techniques are not fool proof and can be broken with new information that an adversary may obtain or through weaknesses in the anonymization process. Federated learning techniques are costly to maintain and require consensus and centralization of models. This limits the ab作者: 中世紀(jì) 時間: 2025-3-29 03:37
Toward Green Federated Learningartificial intelligence (AI). To meet latency requirements and data privacy, training should be done on IoT devices. While federated learning (FL) can satisfy these data privacy requirements, concerns regarding the energy-intensive training pipeline still exist. Such large energy cost further impose作者: VOK 時間: 2025-3-29 08:05
Wenqi Wei,Tiansheng Huang,Zachary Yahn,Anoop Singhal,Margaret Loper,Ling Liullection of plays and monologues. The topics covered in the book include housing and foreclosure, suicide, assault, mental health, the Black male experience, and more.? The book intersects with critical race theory because the majority of this work positions race at the center of the experiences of 作者: Oration 時間: 2025-3-29 13:00
Priyesh Ranjan,Ashish Gupta,Sajal K. Dasllection of plays and monologues. The topics covered in the book include housing and foreclosure, suicide, assault, mental health, the Black male experience, and more.? The book intersects with critical race theory because the majority of this work positions race at the center of the experiences of 作者: 失望昨天 時間: 2025-3-29 16:30 作者: Immunization 時間: 2025-3-29 21:40
Hongchang Gaollection of plays and monologues. The topics covered in the book include housing and foreclosure, suicide, assault, mental health, the Black male experience, and more.? The book intersects with critical race theory because the majority of this work positions race at the center of the experiences of 作者: 恫嚇 時間: 2025-3-30 00:16
Maciej Rysz,Guanglin Xu,Alexander Semenovllection of plays and monologues. The topics covered in the book include housing and foreclosure, suicide, assault, mental health, the Black male experience, and more.? The book intersects with critical race theory because the majority of this work positions race at the center of the experiences of 作者: tangle 時間: 2025-3-30 07:43 作者: CYN 時間: 2025-3-30 08:55
Phung Lai,C. Ariel Pintollection of plays and monologues. The topics covered in the book include housing and foreclosure, suicide, assault, mental health, the Black male experience, and more.? The book intersects with critical race theory because the majority of this work positions race at the center of the experiences of 作者: circumvent 時間: 2025-3-30 12:51
Tengfei Ma,Jie Chen,Trong Nghia Hoanghe Black male experience, and more.? The book intersects with critical race theory because the majority of this work positions race at the center of the experiences of the fictional or fictionalized characters. Embedded in these chapters are the interweaving of personal and ancestral stories, news r作者: CAB 時間: 2025-3-30 17:56 作者: Acumen 時間: 2025-3-30 22:09
Xiaopeng Jiang,Hessamaldin Mohammadi,Cristian Borcea,NhatHai Phanns.Contextualizes individual social ascension in broader soc.This book examines the emergence of the black middle classes in urban Brazil, after 30 years of black mobilization and against the backdrop of deep economic, cultural, and political transformations taking place in recent decades within the作者: Intend 時間: 2025-3-31 02:27 作者: Accessible 時間: 2025-3-31 07:02
Minsu Kim,Walid Saadal development and global governance institutions, such as the United Nations, the World Health Organizations, and others (Hale 2004, 2006; see also Fontaine 2012), and also as a result of the political activism of indigenous and African diasporic communities (de la Torre 2006a; see also Chapter 5),作者: PAEAN 時間: 2025-3-31 09:34
My T. Thai,Hai N. Phan,Bhavani ThuraisinghamComprehensive view of ethical and societal issues surrounding implementing and deploying federated learning.Potential to influence research and practice communities towards adapting federated learning
