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Kpanou R., Osseni M. A., Tossou P. et al. (2021). On the robustness of generalization of drug-drug interaction models. BMC Bioinform., 22, 477
Sirois C., Khoury R., Durand A. et al. (2021). Exploring polypharmacy with artificial intelligence: data analysis protocol. BMC Medical Informatics Decis. Mak., 21, 219
Simard F., Desharnais J., Laviolette F. (2021). General Cops and Robbers games with randomness. Theor. Comput. Sci., 887, 30-50
Osseni M. A., Tossou P., Corbeil J. et al. (2021). Applying PySCMGroup to Breast Cancer Biomarkers Discovery. BIOINFORMATICS, 72-82
Yassine M., Beauchemin D., Laviolette F. et al. (2021). Leveraging Subword Embeddings for Multinational Address Parsing. CIST, 353-360
Tambon F., Laberge G., An L. et al. (2021). How to Certify Machine Learning Based Safety-critical Systems? A Systematic Literature Review. CoRR, abs/2107.12045
Chen Q., Shui C., Marchand M. (2021). Generalization Bounds For Meta-Learning: An Information-Theoretic Analysis. CoRR, abs/2109.14595
Garneau N., Gaumond E., Lamontagne L. et al. (2021). CriminelBART: a French Canadian legal language model specialized in criminal law. ICAIL, 256-257
Garneau N., Lamontagne L. (2021). Shared Task in Evaluating Accuracy: Leveraging Pre-Annotations in the Validation Process. INLG, 266-270
AlMousa M., Benlamri R., Khoury R. (2021). Exploiting non-taxonomic relations for measuring semantic similarity and relatedness in WordNet. Knowl. Based Syst., 212, 106565
Ávila R., Khoury R., Khoury R. et al. (2021). Use of Security Logs for Data Leak Detection: A Systematic Literature Review. Secur. Commun. Networks, 2021, 6615899:1-6615899:29
AlMousa M., Benlamri R., Khoury R. (2021). A Novel Word Sense Disambiguation Approach Using WordNet Knowledge Graph. CoRR, abs/2101.02875
Hogue S., Chen F., Brassard G. et al. (2021). Pharmacists' perceptions of a machine learning model for the identification of atypical medication orders. J. Am. Medical Informatics Assoc., 28, 1712-1718
Saber H., Saci L., Maillard O. et al. (2021). Routine Bandits: Minimizing Regret on Recurring Problems. ECML/PKDD (1), 3-18
Williams J. J., Nogas J., Deliu N. et al. (2021). Challenges in Statistical Analysis of Data Collected by a Bandit Algorithm: An Empirical Exploration in Applications to Adaptively Randomized Experiments. CoRR, abs/2103.12198
Godbout M., Heuillet M., Chandra S. et al. (2021). CARL: Conditional-value-at-risk Adversarial Reinforcement Learning. CoRR, abs/2109.09470
Viallard P., Germain P., Habrard A. et al. (2021). Self-bounding Majority Vote Learning Algorithms by the Direct Minimization of a Tight PAC-Bayesian C-Bound. ECML/PKDD (2), 167-183
Viallard P., Germain P., Habrard A. et al. (2021). A General Framework for the Derandomization of PAC-Bayesian Bounds. CoRR, abs/2102.08649
Viallard P., Germain P., Habrard A. et al. (2021). Self-Bounding Majority Vote Learning Algorithms by the Direct Minimization of a Tight PAC-Bayesian C-Bound. CoRR, abs/2104.13626
Zantedeschi V., Viallard P., Morvant E. et al. (2021). Learning Stochastic Majority Votes by Minimizing a PAC-Bayes Generalization Bound. CoRR, abs/2106.12535
Allard U. C., Gagnon-Turcotte G., Phinyomark A. et al. (2020). Unsupervised Domain Adversarial Self-Calibration for Electromyography-Based Gesture Recognition. IEEE Access, 8, 177941-177955
Germain P., Habrard A., Laviolette F. et al. (2020). PAC-Bayes and domain adaptation. Neurocomputing, 379, 379-397