CILVR SEMINAR: Towards Real-World Meta-Learning

Date: Tuesday, April 19, 2022, 8PM

Location: ONLI

Speaker: Hae Beom Lee, KAIST

I will introduce my previous efforts extending the scope of meta-learning towards real-world learning scenarios. We will see how to deal with realistic task distributions including class/task imbalance and distributional shift, discuss how to develop practical meta-knowledge applicable to arbitrary CNN architectures, and also how to scale up few-shot learning to many-shot and heterogeneous learning problems.