GCI-ViTAL: Gradual Confidence Improvement with Vision Transformers for Active Learning on Label Noiseby Moseli Mots'oehli,…
FisherMask: Enhancing Neural Network Labeling Efficiency in Image Classification Using Fisher Informationby Shreen Gul, Mohamed…
An information-matching approach to optimal experimental design and active learningby Yonatan Kurniawan, Tracianne B. Neilsen,…
SpiroActive: Active Learning for Efficient Data Acquisition for Spirometryby Ankita Kumari Jain, Nitish Sharma, Madhav…
DISCERN: Decoding Systematic Errors in Natural Language for Text Classifiersby Rakesh R. Menon, Shashank SrivastavaFirst…
Evaluation of uncertainty estimations for Gaussian process regression based machine learning interatomic potentialsby Matthias Holzenkamp,…
Annotation Efficiency: Identifying Hard Samples via Blocked Sparse Linear Banditsby Adit Jain, Soumyabrata Pal, Sunav…
On the Benefits of Active Data Collection in Operator Learningby Unique Subedi, Ambuj TewariFirst submitted…
Efficient Biological Data Acquisition through Inference Set Designby Ihor Neporozhnii, Julien Roy, Emmanuel Bengio, Jason…
Perturbation-based Graph Active Learning for Weakly-Supervised Belief Representation Learningby Dachun Sun, Ruijie Wang, Jinning Li,…