2 papers
cs.LG2024
Continual Learning of Multi-modal Dynamics with External Memory
Abdullah Akgül, Gozde Unal, Melih Kandemir
We study the problem of fitting a model to a dynamical environment when new modes of behavior emerge sequentially. The learning model is aware when a new mode appears, but it canno…
cs.LG2024
Calibrating Bayesian UNet++ for Sub-Seasonal Forecasting
Busra Asan, Abdullah Akgül, Alper Unal +2
Seasonal forecasting is a crucial task when it comes to detecting the extreme heat and colds that occur due to climate change. Confidence in the predictions should be reliable sinc…