Dutta, Siddhant
- MQFL-FHE: Multimodal Quantum Federated Learning Framework with Fully Homomorphic Encryption
2024/11/30 by Dutta, Siddhant, Innan, Nouhaila, Yahia, Sadok Ben +2 · 5 citations
#Cryptography and Security (cs.CR) #Distributed #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Parallel #Quantum Physics (quant-ph) #and Cluster Computing (cs.DC)
- Federated Learning with Quantum Computing and Fully Homomorphic Encryption: A Novel Computing Paradigm Shift in Privacy-Preserving ML
2024/09/14 by Siddhant Dutta, Pavana P Karanth, Dutta, Siddhant +13 · 2 citations
Computer Science · #Artificial Intelligence (cs.AI) #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE) #Privacy-Preserving Technologies in Data #Quantum Physics (quant-ph) #Stochastic Gradient Optimization Techniques
- Federated Learning in Chemical Engineering: A Tutorial on a Framework for Privacy-Preserving Collaboration Across Distributed Data Sources
2024/11/23 by Dutta, Siddhant, de Freitas, Iago Leal, Xavier, Pedro Maciel +2 · 2 citations
#Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE) #Parallel #and Cluster Computing (cs.DC)
- Quantum Agents
2025/06/02 by Eldar Sultanow, Madjid Tehrani, Sultanow, Eldar +7 · 2 citations
Chemistry · #2010: Primary 81P68 #68T05 #68T42 #FOS: Physical sciences #Quantum Physics (quant-ph) #Secondary 68Q12 #Various Chemistry Research Topics
- QAS-QTNs: Curriculum Reinforcement Learning-Driven Quantum Architecture Search for Quantum Tensor Networks
2025/07/16 by Siddhant Dutta, Nouhaila Innan, Dutta, Siddhant +5 · 5 citations
Computer Science · Physics and Astronomy · #Quantum Computing Algorithms and Architecture #Quantum and electron transport phenomena #Advanced Thermodynamics and Statistical Mechanics