GitHub

DISB: DNN Inference Serving Benchmark

DISB is a DNN Inference Serving Benchmark with diverse workloads and models. It was originally designed to simulate real-time scenarios, e.g. autonomous driving systems, where both low latency and ...
Microsoft

Next Generation of Developer Communities

Developer Experience Lab is a joint effort between GitHub, Microsoft, and Microsoft Research, whose mission is to discover, improve, and amplify developer work and well-being. We do this through socio ...
IEEE

A DNN Fingerprint for Non-Repudiable Model Ownership Identification and Piracy Detection

Abstract: A high-performance Deep Neural Network (DNN) model is a valuable intellectual property (IP) since designing and training such a model from scratch is very costly. Model transfer learning, ...
IEEE

Wireless Channel Adaptive DNN Split Inference for Resource-Constrained Edge Devices

Abstract: Split inference facilitates deep neural network (DNN) inference tasks at resource-constrained edge devices. However, a pre-determined split configuration of a DNN limits the inference ...