Research Output per year

## Research Output

## Active learning with disagreement graphs

Cortes, C., DeSalvo, G., Gentile, C., Mohri, M. & Zhang, N., Jan 1 2019,*36th International Conference on Machine Learning, ICML 2019.*International Machine Learning Society (IMLS), p. 2468-2483 16 p. (36th International Conference on Machine Learning, ICML 2019; vol. 2019-June).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Agnostic federated learning

Mohri, M., Sivek, G. & Suresh, A. T., Jan 1 2019,*36th International Conference on Machine Learning, ICML 2019.*International Machine Learning Society (IMLS), p. 8114-8124 11 p. (36th International Conference on Machine Learning, ICML 2019; vol. 2019-June).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Online Learning with Abstention

Cortes, C., Desalvo, G., Gentile, C., Mohri, M. & Yang, S., Jan 1 2018,*35th International Conference on Machine Learning, ICML 2018.*Krause, A. & Dy, J. (eds.). International Machine Learning Society (IMLS), p. 1726-1734 9 p. (35th International Conference on Machine Learning, ICML 2018; vol. 3).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## AdaNet: Adaptive structural learning of artificial neural networks

Cortes, C., Gonzalvo, X., Kuznetsov, V., Mohri, M. & Yang, S., Jan 1 2017,*34th International Conference on Machine Learning, ICML 2017.*International Machine Learning Society (IMLS), p. 1452-1466 15 p. (34th International Conference on Machine Learning, ICML 2017; vol. 2).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Adaptive algorithms and data-dependent guarantees for bandit convex optimization

Mohri, M. & Yang, S., Jan 1 2016,*32nd Conference on Uncertainty in Artificial Intelligence 2016, UAI 2016.*Janzing, D. & Ihler, A. (eds.). Association For Uncertainty in Artificial Intelligence (AUAI), p. 815-824 10 p. (32nd Conference on Uncertainty in Artificial Intelligence 2016, UAI 2016).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Learning with rejection

Cortes, C., DeSalvo, G. & Mohri, M., Jan 1 2016,*Algorithmic Learning Theory - 27th International Conference, ALT 2016, Proceedings.*Simon, H. U., Zilles, S. & Ortner, R. (eds.). Springer Verlag, p. 67-82 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9925 LNAI).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Random composite forests

DeSalvo, G. & Mohri, M., Jan 1 2016,*30th AAAI Conference on Artificial Intelligence, AAAI 2016.*AAAI press, p. 1540-1546 7 p. (30th AAAI Conference on Artificial Intelligence, AAAI 2016).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Structural online learning

Mohri, M. & Yang, S., Jan 1 2016,*Algorithmic Learning Theory - 27th International Conference, ALT 2016, Proceedings.*Simon, H. U., Zilles, S. & Ortner, R. (eds.). Springer Verlag, p. 223-237 15 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9925 LNAI).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Adaptation algorithm and theory based on generalized discrepancy

Cortes, C., Mohri, M. & Medina, A. M., Aug 10 2015,*KDD 2015 - Proceedings of the 21st ACM SIGKDD Conference on Knowledge Discovery and Data Mining.*Association for Computing Machinery, p. 169-178 10 p. (Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining; vol. 2015-August).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Automata and graph compression

Mohri, M., Riley, M. & Suresh, A. T., Sep 28 2015,*Proceedings - 2015 IEEE International Symposium on Information Theory, ISIT 2015.*Institute of Electrical and Electronics Engineers Inc., p. 2989-2993 5 p. 7283005. (IEEE International Symposium on Information Theory - Proceedings; vol. 2015-June).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Learning weighted automata

Balle, B. & Mohri, M., Jan 1 2015,*Algebraic Informatics 6th International Conference, CAI 2015, Proceedings.*Maletti, A. (ed.). Springer Verlag, p. 1-21 21 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9270).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Learning with deep cascades

DeSalvo, G., Mohri, M. & Syed, U., Jan 1 2015,*Algorithmic Learning Theory - 26th International Conference, ALT 2015.*Gentile, C., Zilles, S. & Chaudhuri, K. (eds.). Springer Verlag, p. 254-269 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9355).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## On the disambiguation of weighted automata

Mohri, M. & Riley, M. D., Jan 1 2015,*Implementation and Application of Automata - 20th International Conference, CIAA 2015, Proceedings.*Drewes, F. (ed.). Springer Verlag, p. 263-278 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9223).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## On the rademacher complexity of weighted automata

Balle, B. & Mohri, M., Jan 1 2015,*Algorithmic Learning Theory - 26th International Conference, ALT 2015.*Gentile, C., Zilles, S. & Chaudhuri, K. (eds.). Springer Verlag, p. 179-193 15 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9355).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Structural maxent models

Cortes, C., Kuznetsov, V., Mohri, M. & Syed, U., Jan 1 2015,*32nd International Conference on Machine Learning, ICML 2015.*Bach, F. & Blei, D. (eds.). International Machine Learning Society (IMLS), p. 391-399 9 p. (32nd International Conference on Machine Learning, ICML 2015; vol. 1).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Deep boosting

Cortes, C., Mohri, M. & Syed, U., Jan 1 2014,*31st International Conference on Machine Learning, ICML 2014.*International Machine Learning Society (IMLS), p. 2917-2930 14 p. (31st International Conference on Machine Learning, ICML 2014; vol. 4).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Ensemble methods for structured prediction

Cortes, C., Kuznetsov, V. & Mohri, M., Jan 1 2014,*31st International Conference on Machine Learning, ICML 2014.*International Machine Learning Society (IMLS), p. 2856-2872 17 p. (31st International Conference on Machine Learning, ICML 2014; vol. 4).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Generalization bounds for time series prediction with non-stationary processes

Kuznetsov, V. & Mohri, M., Jan 1 2014,*Algorithmic Learning Theory - 25th International Conference, ALT 2014, Proceedings.*Clark, A., Zeugmann, T., Zilles, S. & Auer, P. (eds.). Springer Verlag, p. 260-274 15 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 8776).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Learning ensembles of structured prediction rules

Cortes, C., Kuznetsov, V. & Mohri, M., Jan 1 2014,*Long Papers.*Association for Computational Linguistics (ACL), p. 1-12 12 p. (52nd Annual Meeting of the Association for Computational Linguistics, ACL 2014 - Proceedings of the Conference; vol. 1).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Learning theory and algorithms for revenue optimization in second-price auctions with reserve

Mohri, M. & Medina, A. M., Jan 1 2014,*31st International Conference on Machine Learning, ICML 2014.*International Machine Learning Society (IMLS), p. 443-451 9 p. (31st International Conference on Machine Learning, ICML 2014; vol. 1).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Accuracy at the top

Boyd, S., Cortes, C., Mohri, M. & Radovanovic, A., Dec 1 2012,*Advances in Neural Information Processing Systems 25: 26th Annual Conference on Neural Information Processing Systems 2012, NIPS 2012.*p. 953-961 9 p. (Advances in Neural Information Processing Systems; vol. 2).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## A disambiguation algorithm for finite automata and functional transducers

Mohri, M., Oct 1 2012,*Implementation and Application of Automata - 17th International Conference, CIAA 2012, Proceedings.*p. 265-277 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 7381 LNCS).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## New analysis and algorithm for learning with drifting distributions

Mohri, M. & Muñoz Medina, A., Oct 30 2012,*Algorithmic Learning Theory - 23rd International Conference, ALT 2012, Proceedings.*p. 124-138 15 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 7568 LNAI).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Spectral learning of general weighted automata via constrained matrix completion

Balle, B. & Mohri, M., Dec 1 2012,*Advances in Neural Information Processing Systems 25: 26th Annual Conference on Neural Information Processing Systems 2012, NIPS 2012.*p. 2159-2167 9 p. (Advances in Neural Information Processing Systems; vol. 3).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Domain adaptation in regression

Cortes, C. & Mohri, M., Oct 20 2011,*Algorithmic Learning Theory - 22nd International Conference, ALT 2011, Proceedings.*p. 308-323 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 6925 LNAI).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Large-scale training of SVMs with automata kernels

Allauzen, C., Cortes, C. & Mohri, M., Feb 21 2011,*Implementation and Application of Automata - 15th International Conference, CIAA 2010, Revised Selected Papers.*p. 17-27 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 6482 LNCS).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Expected sequence similarity maximization

Allauzen, C., Kumar, S., Macherey, W., Mohri, M. & Riley, M., Dec 1 2010,*NAACL HLT 2010 - Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics, Proceedings of the Main Conference.*p. 957-965 9 p. (NAACL HLT 2010 - Human Language Technologies: The 2010 Annual Conference of the North American Chapter of the Association for Computational Linguistics, Proceedings of the Main Conference).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Generalization bounds for learning kernels

Cortes, C., Mohri, M. & Rostamizadeh, A., Sep 17 2010,*ICML 2010 - Proceedings, 27th International Conference on Machine Learning.*p. 247-254 8 p. (ICML 2010 - Proceedings, 27th International Conference on Machine Learning).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Learning bounds for importance weighting

Cortes, C., Mansour, Y. & Mohri, M., Dec 1 2010,*Advances in Neural Information Processing Systems 23: 24th Annual Conference on Neural Information Processing Systems 2010, NIPS 2010.*(Advances in Neural Information Processing Systems 23: 24th Annual Conference on Neural Information Processing Systems 2010, NIPS 2010).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Two-stage learning kernel algorithms

Cortes, C., Mohri, M. & Rostamizadeh, A., Sep 17 2010,*ICML 2010 - Proceedings, 27th International Conference on Machine Learning.*p. 239-246 8 p. (ICML 2010 - Proceedings, 27th International Conference on Machine Learning).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Domain adaptation with multiple sources

Mansour, Y., Mohri, M. & Rostamizadeh, A., Dec 1 2009,*Advances in Neural Information Processing Systems 21 - Proceedings of the 2008 Conference.*p. 1041-1048 8 p. (Advances in Neural Information Processing Systems 21 - Proceedings of the 2008 Conference).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Efficient large-scale distributed training of conditional maximum entropy models

Mann, G., McDonald, R., Mohri, M., Silberman, N. & Walker, D. D., Dec 1 2009,*Advances in Neural Information Processing Systems 22 - Proceedings of the 2009 Conference.*p. 1231-1239 9 p. (Advances in Neural Information Processing Systems 22 - Proceedings of the 2009 Conference).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Ensemble nystrom method

Kumar, S., Mohri, M. & Talwalkar, A., Dec 1 2009,*Advances in Neural Information Processing Systems 22 - Proceedings of the 2009 Conference.*p. 1060-1068 9 p. (Advances in Neural Information Processing Systems 22 - Proceedings of the 2009 Conference).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## L 2 regularization for learning kernels

Cortes, C., Mohri, M. & Rostamizadeh, A., 2009,*Proceedings of the 25th Conference on Uncertainty in Artificial Intelligence, UAI 2009.*p. 109-116 8 p.

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Learning non-linear combinations of kernels

Cortes, C., Mohri, M. & Rostamizadeh, A., Dec 1 2009,*Advances in Neural Information Processing Systems 22 - Proceedings of the 2009 Conference.*p. 396-404 9 p. (Advances in Neural Information Processing Systems 22 - Proceedings of the 2009 Conference).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Learning with weighted transducers

Cortes, C. & Mohri, M., Jan 1 2009,*Finite-State Methods and Natural Language Processing.*1 ed. IOS Press, p. 14-22 9 p. (Frontiers in Artificial Intelligence and Applications; vol. 191, no. 1).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## On sampling-based approximate spectral decomposition

Kumar, S., Mohri, M. & Talwalkar, A., Dec 9 2009,*Proceedings of the 26th International Conference On Machine Learning, ICML 2009.*p. 553-560 8 p. (Proceedings of the 26th International Conference On Machine Learning, ICML 2009).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Polynomial semantic indexing

Ba, B., Sadamasa, K., Weston, J., Qi, Y., Grangier, D., Cortes, C., Collobert, R. & Mohri, M., Dec 1 2009,*Advances in Neural Information Processing Systems 22 - Proceedings of the 2009 Conference.*p. 64-72 9 p. (Advances in Neural Information Processing Systems 22 - Proceedings of the 2009 Conference).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Rademacher complexity bounds for non-i.i.d. processes

Mohri, M. & Rostamizadeh, A., Dec 1 2009,*Advances in Neural Information Processing Systems 21 - Proceedings of the 2008 Conference.*p. 1097-1104 8 p. (Advances in Neural Information Processing Systems 21 - Proceedings of the 2008 Conference).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Stability bounds for Non-i.i.d. processes

Mohri, M. & Rostamizadeh, A., Dec 1 2009,*Advances in Neural Information Processing Systems 20 - Proceedings of the 2007 Conference.*(Advances in Neural Information Processing Systems 20 - Proceedings of the 2007 Conference).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## 3-Way composition of weighted finite-state transducers

Allauzen, C. & Mohri, M., Sep 1 2008,*Implementation and Application of Automata - 13th International Conference, CIAA 2008, Proceedings.*p. 262-273 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 5148 LNCS).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## General algorithms for testing the ambiguity of finite automata

Allauzen, C., Mohri, M. & Rastogi, A., Oct 27 2008,*Developments in Language Theory - 12th International Conference, DLT 2008, Proceedings.*p. 108-120 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 5257 LNCS).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Learning sequence kernels

Cortes, C., Mohri, M. & Rostamizadeh, A., Dec 1 2008,*Proceedings of the 2008 IEEE Workshop on Machine Learning for Signal Processing, MLSP 2008.*p. 2-8 7 p. 4685446. (Proceedings of the 2008 IEEE Workshop on Machine Learning for Signal Processing, MLSP 2008).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Sequence kernels for predicting protein essentiality

Allauzen, C., Mohri, M. & Talwalkar, A., Jan 1 2008,*Proceedings of the 25th International Conference on Machine Learning.*Association for Computing Machinery (ACM), p. 9-16 8 p. (Proceedings of the 25th International Conference on Machine Learning).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Stability of transductive regression algorithms

Cortes, C., Mohri, M., Pechyony, D. & Rastogi, A., Jan 1 2008,*Proceedings of the 25th International Conference on Machine Learning.*Association for Computing Machinery (ACM), p. 176-183 8 p. (Proceedings of the 25th International Conference on Machine Learning).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## An alternative ranking problem for search engines

Cortes, C., Mohri, M. & Rastogi, A., Dec 20 2007,*Experimental Algorithms - 6th International Workshop, WEA 2007, Proceedings.*p. 1-22 22 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 4525 LNCS).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Factor automata of automata and applications

Mohri, M., Moreno, P. & Weinstein, E., Dec 1 2007,*Implementation and Application of Automata - 12th International Conference, CIAA 2007, Revised Selected Papers.*p. 168-179 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 4783 LNCS).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## Learning languages with rational kernels

Cortes, C., Kontorovich, L. & Mohri, M., Jan 1 2007,*Learning Theory - 20th Annual Conference on Learning Theory, COLT 2007, Proceedings.*Springer Verlag, p. 349-364 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 4539 LNAI).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## On transductive regression

Cortes, C. & Mohri, M., Dec 1 2007,*Advances in Neural Information Processing Systems 19 - Proceedings of the 2006 Conference.*p. 305-312 8 p. (Advances in Neural Information Processing Systems).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

## OpenFst: A general and efficient weighted finite-state transducer library

Allauzen, C., Riley, M., Schalkwyk, J., Skut, W. & Mohri, M., Dec 1 2007,*Implementation and Application of Automata - 12th International Conference, CIAA 2007, Revised Selected Papers.*p. 11-23 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 4783 LNCS).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution