| 2019 | AISTATS | Foundations of Sequence-to-Sequence Modeling for Time Series. | Zelda Mariet, Vitaly Kuznetsov |
| 2019 | ALT | Online Non-Additive Path Learning under Full and Partial Information. | Corinna Cortes, Vitaly Kuznetsov, Mehryar Mohri, Holakou Rahmanian, Manfred K. Warmuth |
| 2017 | ICML | AdaNet: Adaptive Structural Learning of Artificial Neural Networks. | Corinna Cortes, Xavier Gonzalvo, Vitaly Kuznetsov, Mehryar Mohri, Scott Yang |
| 2016 | COLT | Time series prediction and online learning. | Vitaly Kuznetsov, Mehryar Mohri |
| 2016 | Interspeech | Learning N-Gram Language Models from Uncertain Data. | Vitaly Kuznetsov, Hank Liao, Mehryar Mohri, Michael Riley, Brian Roark |
| 2015 | COLT | On-Line Learning Algorithms for Path Experts with Non-Additive Losses. | Corinna Cortes, Vitaly Kuznetsov, Mehryar Mohri, Manfred K. Warmuth |
| 2015 | ICML | Structural Maxent Models. | Corinna Cortes, Vitaly Kuznetsov, Mehryar Mohri, Umar Syed |
| 2014 | ACL | Learning Ensembles of Structured Prediction Rules. | Corinna Cortes, Vitaly Kuznetsov, Mehryar Mohri |
| 2014 | ALT | Generalization Bounds for Time Series Prediction with Non-stationary Processes. | Vitaly Kuznetsov, Mehryar Mohri |
| 2014 | ICML | Ensemble Methods for Structured Prediction. | Corinna Cortes, Vitaly Kuznetsov, Mehryar Mohri |