64 citations · 105 across the 13 of their papers we have counts for
4 papers · 1 filter
Mira: Memory-Efficient MoE Inference Using Adaptive Caching and Predictive Expert Staging
Sanjali Yadav, Bahar Asgari
Mixture-of-Experts (MoE) models are a compelling architecture for scaling model capacity, making them especially attractive for deployment on resource-constrained, single-GPU syste…
Characterizing LLM Kernel Access and Memory Interaction in Multi-Partition NUMA GPUs
Donghyeon Joo, Sooraj Puthoor, Nuwan Jayasena +1
Large language model (LLM) workloads motivate multi-partition GPUs as a path to scaling compute and memory capacity, but their non-uniform memory access characteristics and inter-p…
Tureis: Transformer-based Unified Resilience for IoT Devices in Smart Homes
Alireza Borhani, Vafa Andalibi, Bahar Asgari
Smart-home IoT systems rely on heterogeneous sensor networks whose correctness shapes application behavior and the physical environment. However, these low-cost, resource-constrain…
Arcalís: Accelerating Remote Procedure Calls Using a Líghtweight Near-Cache Solution
Johnson Umeike, Pongstorn Maidee, Bahar Asgari
Modern microservices increasingly depend on high-performance remote procedure calls (RPCs) to coordinate fine-grained, distributed computation. As network bandwidths continue to sc…