64 citations · 323 across the 25 of their papers we have counts for
26 papers
Membership Inference Attacks on Lottery Ticket Networks
Aadesh Bagmar, Shishira R Maiya, Shruti Bidwalka +1
The vulnerability of the Lottery Ticket Hypothesis has not been studied from the purview of Membership Inference Attacks. Through this work, we are the first to empirically show th…
Memory-Efficient Group-by Aggregates over Multi-Way Joins
Konstantinos Xirogiannopoulos, Amol Deshpande
Aggregate computation in relational databases has long been done using the standard unary aggregation and binary join operators. These implement the classical model of computing jo…
Understanding Data Science Lifecycle Provenance via Graph Segmentation and Summarization
Hui Miao, Amol Deshpande
Increasingly modern data science platforms today have non-intrusive and extensible provenance ingestion mechanisms to collect rich provenance and context information, handle modifi…
RStore: A Distributed Multi-version Document Store
Souvik Bhattacherjee, Amol Deshpande
We address the problem of compactly storing a large number of versions (snapshots) of a collection of keyed documents or records in a distributed environment, while efficiently ans…
Extracting and Analyzing Hidden Graphs from Relational Databases
Konstantinos Xirogiannopoulos, Amol Deshpande
Analyzing interconnection structures among underlying entities or objects in a dataset through the use of graph analytics has been shown to provide tremendous value in many applica…
ModelHub: Towards Unified Data and Lifecycle Management for Deep Learning
Hui Miao, Ang Li, Larry S. Davis +1
Deep learning has improved state-of-the-art results in many important fields, and has been the subject of much research in recent years, leading to the development of several syste…