Publications

Foreseeing the Benefits of Incidental Supervision
Hangfeng He · Mingyuan Zhang · Qiang Ning · Dan Roth
EMNLP 2021.
To appear.

Learning from Noisy Labels with No Change to the Training Process
Mingyuan Zhang · Jane Lee · Shivani Agarwal
In Proceedings of the 38th International Conference on Machine Learning (ICML), 2021.
[link]

Bayes Consistency vs. H-Consistency: The Interplay between Surrogate Loss Functions and the Scoring Function Class
Mingyuan Zhang · Shivani Agarwal
In Advances in Neural Information Processing Systems (NeurIPS), 2020.
Spotlight paper.
[link]

Convex Calibrated Surrogates for the Multi-Label F-Measure
Mingyuan Zhang · Harish Guruprasad Ramaswamy · Shivani Agarwal
In Proceedings of the 37th International Conference on Machine Learning (ICML), 2020.
[link]