23 citations · 60 across the 21 of their papers we have counts for
Showing 2020 · cs.LGShow all
3 papers · 2 filters
cs.LG2020
One-shot Learning for Temporal Knowledge Graphs
Mehrnoosh Mirtaheri, Mohammad Rostami, Xiang Ren +2
Most real-world knowledge graphs are characterized by a long-tail relation frequency distribution where a significant fraction of relations occurs only a handful of times. This obs…
cs.LG2020
Unsupervised Model Adaptation for Continual Semantic Segmentation
Serban Stan, Mohammad Rostami
We develop an algorithm for adapting a semantic segmentation model that is trained using a labeled source domain to generalize well in an unlabeled target domain. A similar problem…
cs.LG2020
Overcoming Concept Shift in Domain-Aware Settings through Consolidated Internal Distributions
Mohammad Rostami, Aram Galstyan
We develop an algorithm to improve the performance of a pre-trained model under concept shift without retraining the model from scratch when only unannotated samples of initial con…