Zobrazeno 1 - 10
of 164
pro vyhledávání: '"POKHREL, SHIVA RAJ"'
The new transmission control protocol (TCP) relies on Deep Learning (DL) for prediction and optimization, but requires significant manual effort to design deep neural networks (DNNs) and struggles with generalization in dynamic environments. Inspired
Externí odkaz:
http://arxiv.org/abs/2412.18200
Publikováno v:
ACM SIGCOMM 2024 Sydney
This paper introduces a robust zero-trust architecture (ZTA) tailored for the decentralized system that empowers efficient remote work and collaboration within IoT networks. Using blockchain-based federated learning principles, our proposed framework
Externí odkaz:
http://arxiv.org/abs/2406.17172
Autor:
Khanal, Sanjaya, Pokhrel, Shiva Raj
This research analyzes, models and develops a novel Digital Learning Environment (DLE) fortified by the innovative Private Learning Intelligence (PLI) framework. The proposed PLI framework leverages federated machine learning (FL) techniques to auton
Externí odkaz:
http://arxiv.org/abs/2405.10476
Autor:
Singh, Navneet, Pokhrel, Shiva Raj
Publikováno v:
SIGCOMM 2024, Sydney Australia
In this paper, we explore the power of Quantum Machine Learning as we extend, implement and evaluate algorithms like Quantum Support Vector Classifier (QSVC), Pegasos-QSVC, Variational Quantum Circuits (VQC), and Quantum Neural Networks (QNN) in Qisk
Externí odkaz:
http://arxiv.org/abs/2405.09781
Quantum Federated Learning (QFL) is an emerging concept that aims to unfold federated learning (FL) over quantum networks, enabling collaborative quantum model training along with local data privacy. We explore the challenges of deploying QFL on clou
Externí odkaz:
http://arxiv.org/abs/2405.00909
The performance of Federated learning (FL) is negatively affected by device differences and statistical characteristics between participating clients. To address this issue, we introduce a deep unfolding network (DUN)-based technique that learns adap
Externí odkaz:
http://arxiv.org/abs/2306.17362
Quantum Federated Learning (QFL) has gained significant attention due to quantum computing and machine learning advancements. As the demand for QFL continues to surge, there is a pressing need to comprehend its intricacies in distributed environments
Externí odkaz:
http://arxiv.org/abs/2306.15708
Post-quantum security is critical in the quantum era. Quantum computers, along with quantum algorithms, make the standard cryptography based on RSA or ECDSA over FL or Blockchain vulnerable. The implementation of post-quantum cryptography (PQC) over
Externí odkaz:
http://arxiv.org/abs/2306.14772
With the emerging developments of the Metaverse, a virtual world where people can interact, socialize, play, and conduct their business, it has become critical to ensure that the underlying systems are transparent, secure, and trustworthy. To this en
Externí odkaz:
http://arxiv.org/abs/2306.11297