Lotta Mäkinen

Bayesian Meta-Learning with Expert Feedback for Task-Shift Adaptation through Causal Embeddings

Meta-learning methods perform well on new within-distribution tasks but often fail when adapting to out-of-distribution target tasks, where transfer from source tasks can induce negative transfer. We propose a causally-aware Bayesian meta-learning method, by conditioning task-specific priors on prec…