HAPI: A Large-scale Longitudinal Dataset of Commercial ML API
PredictionsNeural Information Processing Systems (NeurIPS), 2022 |
Active Assessment of Prediction Services as Accuracy Surface Over
Attribute CombinationsNeural Information Processing Systems (NeurIPS), 2021 |
MLDemon: Deployment Monitoring for Machine Learning SystemsInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2021 |
Towards Unbiased and Accurate Deferral to Multiple ExpertsAAAI/ACM Conference on AI, Ethics, and Society (AIES), 2021 |
Efficient Online ML API Selection for Multi-Label Classification TasksInternational Conference on Machine Learning (ICML), 2021 |
ALICE: Active Learning with Contrastive Natural Language ExplanationsConference on Empirical Methods in Natural Language Processing (EMNLP), 2020 |