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[HTML][HTML] Explainable Artificial Intelligence (XAI) 2.0: A manifesto of open challenges and interdisciplinary research directions
Understanding black box models has become paramount as systems based on opaque
Artificial Intelligence (AI) continue to flourish in diverse real-world applications. In response …
Artificial Intelligence (AI) continue to flourish in diverse real-world applications. In response …
Blockchain‐based federated learning approaches in internet of things applications
X Li, Y Hu, L Zeng, Y An, J Yang, X **ao - Security and Privacy, 2024 - Wiley Online Library
Abstract The Internet of Things (IoT) is a new well‐structured emerging technology with
communication of smart devices using the 5G technology, infrastructures of roads, vehicles …
communication of smart devices using the 5G technology, infrastructures of roads, vehicles …
A survey of privacy threats and defense in vertical federated learning: From model life cycle perspective
Vertical Federated Learning (VFL) is a federated learning paradigm where multiple
participants, who share the same set of samples but hold different features, jointly train …
participants, who share the same set of samples but hold different features, jointly train …
Vertical federated learning for effectiveness, security, applicability: A survey
Vertical Federated Learning (VFL) is a privacy-preserving distributed learning paradigm
where different parties collaboratively learn models using partitioned features of shared …
where different parties collaboratively learn models using partitioned features of shared …
[HTML][HTML] VFL-Cafe: Communication-Efficient Vertical Federated Learning via Dynamic Caching and Feature Selection
Vertical Federated Learning (VFL) is a promising category of Federated Learning that
enables collaborative model training among distributed parties with data privacy protection …
enables collaborative model training among distributed parties with data privacy protection …
Federated Deep Learning Models for Intrusion Detection in IoT
In response to the escalating transmission of sensitive data within IT infrastructures,
healthcare organizations, and entities generating wearable user data have become …
healthcare organizations, and entities generating wearable user data have become …
P3LS: Partial Least Squares under privacy preservation
R Nikzad-Langerodi - Journal of Process Control, 2024 - Elsevier
Modern manufacturing value chains require intelligent orchestration of processes across
company borders in order to maximize profits while fostering social and environmental …
company borders in order to maximize profits while fostering social and environmental …
VFL-RPS: Relevant Participant Selection in Vertical Federated Learning
Federated Learning (FL) allows collaboration between different parties, while ensuring that
the data across these parties is not shared. However, not every collaboration is helpful in …
the data across these parties is not shared. However, not every collaboration is helpful in …
Robust Federated Learning via Weighted Median Aggregation
Federated learning (FL) enables multiple clients to collaboratively train a model without
sharing their private data, preserving privacy. However, the iterative communication …
sharing their private data, preserving privacy. However, the iterative communication …
P3LS: Partial Least Squares under Privacy Preservation
Modern manufacturing value chains require intelligent orchestration of processes across
company borders in order to maximize profits while fostering social and environmental …
company borders in order to maximize profits while fostering social and environmental …