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M. Minsky

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Review Open access 2025

Quantum Computing Applications in Optimization and Data Analytics

This paper surveys quantum computing applications, proposes a taxonomy, and presents a hybrid quantum-classical framework integrating quantum optimization with quantum-enhanced machine learning, highlighting quantum computing's potential for next-generation intelligent decision-making systems.

John McCarthy, M. Minsky · 0 citations
Open access 2025

Continual Learning Frameworks for Intelligent Robotic Adaptation

A comprehensive continual learning framework that integrates adaptive knowledge representation, experience replay, task-aware optimization, reinforcement learning-based policy refinement, and dynamic parameter consolidation is proposed that establishes continual learning as a fundamental approach for achieving lifelong...

John McCarthy, M. Minsky · 0 citations
Open access 2022

Federated Analytics for Privacy-Preserving Edge Computing

This study investigates the integration of FA into edge computing ecosystems, leveraging advanced Privacy-Enhancing Technologies (PETs) such as Differential Privacy (DP), Secure Multiparty Computation (SMC), and Homomorphic Encryption (HE) to ensure robust privacy protections.

John McCarthy, M. Minsky · 0 citations

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