Our paper titled “Energy vs Privacy: Estimating the Ecological Impact of FederatedLearning” has been accepted for publication at the 14th ACM International Conference on Future Energy Systems (e-Energy 2023)!
Category Archives: Publications
Paper accepted at ACM Computing Surveys!
Our paper titled “The Evolution of Distributed Systems for Graph Neural Networks and their Origin in Graph Processing and Deep Learning: A Survey” has just been accepted for publication at ACM Computing Systems. In the paper, we draw parallels between distributed graph processing, deep learning and graph neural network systems. It brings together our differentContinue reading “Paper accepted at ACM Computing Surveys!”
Survey Paper accepted at IJCAI 2023!
Our paper titled “A Survey on Dataset Distillation: Approaches, Applications and Future Directions” has been accepted for publication at the 32nd International Joint Conference on Artificial Intelligence!
ACM e-Energy Paper Accepted
Our paper titled “Federated Office Plug-Load Identification for Building Management Systems” has been accepted at the Thirteenth ACM International Conference on Future Energy Systems (ACM e-Energy 2022)!
ICDE Paper Accepted
Our paper “Out-of-Core Edge Partitioning at Linear Run-Time” has been accepted for publication at the IEEE International Conference on Data Engineering 2022! A preprint will soon be posted on arXiv.
SIGMOD Paper Accepted!
Our paper titled “Where is My Training Bottleneck? Hidden Trade-Offs in Deep Learning Preprocessing Pipelines” has been accepted for publication at the SIGMOD 2022 conference. In this paper, we provide an in-depth analysis of data preprocessing pipelines from four different machine learning domains. We introduce a new perspective on efficiently preparing datasets for end-to-end deepContinue reading “SIGMOD Paper Accepted!”
Demo Paper accepted!
Our paper titled “MDMS: Music Data Matching System for Query Variant Retrieval” has been accepted in the demos and videos program of the ACM Multimedia 2021 conference. Co-authors were Rinita Roy and Hans-Arno Jacobsen.