1. Image classification with deep learning in the presence of noisy labels: A survey
2. Deep Active Learning for Text Classification
3. Data-Centric Explanations: Explaining Training Data of Machine Learning Systems to Promote Transparency
4. Jordan T Ash Chicheng Zhang Akshay Krishnamurthy John Langford and Alekh Agarwal. 2019. Deep batch active learning by diverse uncertain gradient lower bounds. arXiv preprint arXiv:1906.03671(2019). Jordan T Ash Chicheng Zhang Akshay Krishnamurthy John Langford and Alekh Agarwal. 2019. Deep batch active learning by diverse uncertain gradient lower bounds. arXiv preprint arXiv:1906.03671(2019).
5. Andrei Barbu , David Mayo , Julian Alverio , William Luo , Christopher Wang , Dan Gutfreund , Josh Tenenbaum , and Boris Katz . 2019 . Objectnet: A large-scale bias-controlled dataset for pushing the limits of object recognition models. Advances in neural information processing systems 32 (2019), 9453–9463. Andrei Barbu, David Mayo, Julian Alverio, William Luo, Christopher Wang, Dan Gutfreund, Josh Tenenbaum, and Boris Katz. 2019. Objectnet: A large-scale bias-controlled dataset for pushing the limits of object recognition models. Advances in neural information processing systems 32 (2019), 9453–9463.