Foundations of Machine Learning AT Mehryar Mohri, Afshin Rostamizadeh Foundations of Machine Learning, 2018 | 6426* | 2018 |
Advances and open problems in federated learning P Kairouz, HB McMahan, B Avent, A Bellet, M Bennis, AN Bhagoji, ... Foundations and trends® in machine learning 14 (1–2), 1-210, 2021 | 5501 | 2021 |
Scaffold: Stochastic controlled averaging for federated learning SP Karimireddy, S Kale, M Mohri, S Reddi, S Stich, AT Suresh International conference on machine learning, 5132-5143, 2020 | 2346 | 2020 |
Finite-state transducers in language and speech processing M Mohri Computational linguistics 23 (2), 269-311, 1997 | 1432 | 1997 |
Weighted finite-state transducers in speech recognition M Mohri, F Pereira, M Riley Computer Speech & Language 16 (1), 69-88, 2002 | 1418 | 2002 |
Agnostic federated learning M Mohri, G Sivek, AT Suresh International conference on machine learning, 4615-4625, 2019 | 937 | 2019 |
Domain adaptation: Learning bounds and algorithms Y Mansour, M Mohri, A Rostamizadeh arXiv preprint arXiv:0902.3430, 2009 | 875 | 2009 |
OpenFst: A General and Efficient Weighted Finite-State Transducer Library: (Extended Abstract of an Invited Talk) C Allauzen, M Riley, J Schalkwyk, W Skut, M Mohri Implementation and Application of Automata: 12th International Conference …, 2007 | 824 | 2007 |
AUC optimization vs. error rate minimization C Cortes, M Mohri Advances in neural information processing systems 16, 2003 | 815 | 2003 |
Multi-armed bandit algorithms and empirical evaluation J Vermorel, M Mohri European conference on machine learning, 437-448, 2005 | 792 | 2005 |
Domain adaptation with multiple sources Y Mansour, M Mohri, A Rostamizadeh Advances in neural information processing systems 21, 2008 | 608 | 2008 |
Algorithms for learning kernels based on centered alignment C Cortes, M Mohri, A Rostamizadeh The Journal of Machine Learning Research 13, 795-828, 2012 | 598 | 2012 |
L2 regularization for learning kernels C Cortes, M Mohri, A Rostamizadeh arXiv preprint arXiv:1205.2653, 2012 | 590 | 2012 |
Three approaches for personalization with applications to federated learning Y Mansour, M Mohri, J Ro, AT Suresh arXiv preprint arXiv:2002.10619, 2020 | 580 | 2020 |
Speech recognition with weighted finite-state transducers M Mohri, F Pereira, M Riley Springer Handbook of Speech Processing, 559-584, 2008 | 465 | 2008 |
Sampling methods for the Nyström method S Kumar, M Mohri, A Talwalkar The Journal of Machine Learning Research 13 (1), 981-1006, 2012 | 456 | 2012 |
Semiring frameworks and algorithms for shortest-distance problems M Mohri Journal of Automata, Languages and Combinatorics 7 (3), 321-350, 2002 | 430 | 2002 |
Sample selection bias correction theory C Cortes, M Mohri, M Riley, A Rostamizadeh International conference on algorithmic learning theory, 38-53, 2008 | 414 | 2008 |
Learning bounds for importance weighting C Cortes, Y Mansour, M Mohri Advances in neural information processing systems 23, 2010 | 403 | 2010 |
Learning non-linear combinations of kernels C Cortes, M Mohri, A Rostamizadeh Advances in neural information processing systems 22, 2009 | 373 | 2009 |