4 papers
TRACE: Transformer Residual Activation Codebook Encoding for Communication-efficient Distributed Edge Inference
Muhammad Azlan Qazi, Alexandros Iosifidis, Qi Zhang
Distributed Transformer inference across co-located edge devices is fundamentally communication-bound, as exchanging activations between sequence-parallel partitions dominates infe…
Uncertainty-Aware Haptic Signal Estimation for Reliable and Resource Efficient Tactile Internet
Georgios Kokkinis, Alexandros Iosifidis, Qi Zhang
The Tactile Internet aims to enable real-time remote haptic interaction; however, the high sampling rates required for transparency in haptic control often lead to severe congestio…
Profiling-Driven Adaptive Distributed Transformer Inference on Embedded Edge Deployment
Muhammad Azlan Qazi, Alexandros Iosifidis, Qi Zhang
Distributing Transformer inference across embedded edge devices can alleviate individual memory and compute constraints, yet practical benefits on real hardware remain unclear: pri…
Dual guidance: ROM-informed field reconstruction with generative models
Sajad Salavatidezfouli, Henrik Karstoft, Alexandros Iosifidis +1
We present a dual-guided framework for reconstructing unsteady incompressible flow fields using sparse observations. The approach combines optimized sensor placement with a physics…