Heterogeneous 3-D compute-in-memory (CiM) architectures have emerged as an efficient acceleration paradigm for deep neural network (DNN) inference by leveraging the complementary characteristics of diverse memory technologies enabled through 3-D integration. Prior work has focused on architectural efficiency and worklo...
Pragya Sharma, Sriniketh Purisai Ramanujam, Ashish Reddy Bommana et al.· IEEE Journal on Exploratory...· 0 citations
Multi-Agent Systems (MAS) enable autonomous agents to reason, collaborate, and interact with complex environments. Their increasing autonomy and interdependence introduce system-level trustworthiness challenges that cannot be addressed by securing individual agents alone, as failures originating at lower system layers...
B. Farahani, Mohammad Rouintan, Parichehr Vahidinia et al.· Coins· 0 citations
Falling launch costs, together with advances in radiation-tolerant electronics, optical inter-satellite links, and high-efficiency power and thermal systems, have made Space Data Centers (SDCs) an increasingly credible proposition, whether for deep-space autonomy, on-board processing of Earth-observation data, or as or...
Soyed Tuhin Ahmed, B. Farahani, Krishnendu Chakrabarty et al.· Coins· 0 citations
Experimental results show that routing-aware collaboration consistently improves personalized performance compared to conventional federated averaging and local training, while maintaining the same communication cost, and shows that client-centric and expert-centric clustering provides an effective and scalable approac...
Ankita Sharma, B. Farahani, S. Moosavi et al.· Coins· 0 citations
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