3 papers
cs.LG2026
Generalizable IoT Traffic Representations for Cross-Network Device Identification
Arunan Sivanathan, David Warren, Deepak Mishra +8
Machine learning models have demonstrated strong performance in classifying network traffic and identifying Internet-of-Things (IoT) devices, enabling operators to discover and man…
cs.LG2024
Client Contribution Normalization for Enhanced Federated Learning
Mayank Kumar Kundalwal, Anurag Saraswat, Ishan Mishra +1
Mobile devices, including smartphones and laptops, generate decentralized and heterogeneous data, presenting significant challenges for traditional centralized machine learning mod…
cs.PF2022
Workload Similarity Analysis using Machine Learning Techniques
Ashish Ledalla, Vineet Singh, Deepak Mishra
Finding the similarity between two workload behaviors is helpful in 1. creating proxy workloads 2. characterizing an unknown workload's behavior by matching its behavior against kn…