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A. Turing

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Review Open access 2022

Federated Learning and Blockchain for Secure Edge Computing: Opportunities and Challenges

This paper provides a comprehensive survey of the intersection of FL, Blockchain, and Edge Computing, analyzing key opportunities, current solutions, and open challenges and discusses architectural frameworks, real-world applications, and future research directions.

Lakshmi Narayanan, A. Turing · 0 citations
Conference Open access Sep 2026

AdaGeM: Adaptive Geometric Learning on Manifolds for Hyper-Relational Knowledge Graphs

An adaptive geometric hypergraph encoder that projects entities into a product manifold and design a topology-aware gating mechanism to dynamically select optimal geometric spaces for each entity, and a role-aware Transformer equipped with role-specific projections and micro-structural bias injection to refine embeddings.

Ke-Jia Chen, Yu-Zhe Hu, Yu Ni et al. · 0 citations

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