78 citations · 191 across the 19 of their papers we have counts for
Showing 2022Show all
2 papers · 1 filter
cs.LG2022★ 4 cited
PASHA: Efficient HPO and NAS with Progressive Resource Allocation
Ondrej Bohdal, Lukas Balles, Martin Wistuba +3
Hyperparameter optimization (HPO) and neural architecture search (NAS) are methods of choice to obtain the best-in-class machine learning models, but in practice they can be costly…
cs.LG2022★ 1 cited
Gradient-Matching Coresets for Rehearsal-Based Continual Learning
Lukas Balles, Giovanni Zappella, Cédric Archambeau
The goal of continual learning (CL) is to efficiently update a machine learning model with new data without forgetting previously-learned knowledge. Most widely-used CL methods rel…