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cs.AR2025
TYTAN: Taylor-series based Non-Linear Activation Engine for Deep Learning Accelerators
Soham Pramanik, Vimal William, Arnab Raha +3
The rapid advancement in AI architectures and the proliferation of AI-enabled systems have intensified the need for domain-specific architectures that enhance both the acceleration…
cs.DC2025
SlimEdge: Performance and Device Aware Distributed DNN Deployment on Resource-Constrained Edge Hardware
Mahadev Sunil Kumar, Arnab Raha, Debayan Das +3
Distributed deep neural networks (DNNs) have become central to modern computer vision, yet their deployment on resource-constrained edge devices remains hindered by substantial par…