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F. Firouzi

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Open access 2026

SEAL: Multitenant Security-Aware Layer Mapping for Heterogeneous 3-D CiM Accelerators

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. · 0 citations
Conference Sep 2026

Agentic AI Trustworthiness Is a Full-Stack Problem: A Framework from Hardware to Governance

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. · 0 citations
Conference Sep 2026

Space Data Centers (SDCs): Rethinking Computing Infrastructure Beyond Earth

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. · 0 citations
Conference Open access Aug 2026

MoE Router-Guided Clustering for Heterogeneous Federated Instruction Tuning

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. · 0 citations

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