activity
20192024
most citedTaskShuffler++: Real-Time Schedule Randomization for Reducing Worst-Case Vulnerability to Timing Inference Attacks

5 citations · 6 across the 4 of their papers we have counts for

collaborators
Showing cs.LGShow all

2 papers · 1 filter

cs.LG2024★ 1 cited

Aggregate Representation Measure for Predictive Model Reusability

Vishwesh Sangarya, Richard Bradford, Jung-Eun Kim

In this paper, we propose a predictive quantifier to estimate the retraining cost of a trained model in distribution shifts. The proposed Aggregated Representation Measure (ARM) qu…

cs.LG2023

Cooperative Learning for Cost-Adaptive Inference

Xingli Fang, Richard Bradford, Jung-Eun Kim

We propose a cooperative training framework for deep neural network architectures that enables the runtime network depths to change to satisfy dynamic computing resource requiremen…