BatchBALD: Efficient and Diverse Batch Acquisition for Deep Bayesian Active Learning | Andreas Kirsch · Joost van Amersfoort · Yarin Gal |
Bayesian Batch Active Learning as Sparse Subset Approximation | Robert Pinsler · Jonathan Gordon · Eric Nalisnick · José Miguel Hernández-Lobato |
Cost Effective Active Search | Shali Jiang · Roman Garnett · Benjamin Moseley |
Exact sampling of determinantal point processes with sublinear time preprocessing | Michal Derezinski · Daniele Calandriello · Michal Valko |
Flattening a Hierarchical Clustering through Active Learning | Fabio Vitale · Anand Rajagopalan · Claudio Gentile |
Integrating Bayesian and Discriminative Sparse Kernel Machines for Multi-class Active Learning | Weishi Shi · Qi Yu |
Learning Nearest Neighbor Graphs from Noisy Distance Samples | Blake Mason · Ardhendu Tripathy · Robert Nowak |
Machine Teaching of Active Sequential Learners | Tomi Peltola · Mustafa Mert Çelikok · Pedram Daee · Samuel Kaski |
The Label Complexity of Active Learning from Observational Data | Songbai Yan · Kamalika Chaudhuri · Tara Javidi |