Selective Sampling for Classification. - François Laviolette; Mario Marchand; Sara Shanian (Canadian AI, 2008)

From PAC-Bayes Bounds to KL Regularization. - Pascal Germain; Alexandre Lacasse; François Laviolette; Mario Marchand; Sara Shanian (NIPS, 2009)

Learning the set covering machine by bound minimization and margin-sparsity trade-off. - François Laviolette; Mario Marchand; Mohak Shah; Sara Shanian (Mach. Learn., 2010)

A PAC-Bayes Sample-compression Approach to Kernel Methods. - Pascal Germain; Alexandre Lacoste; François Laviolette; Mario Marchand; Sara Shanian (ICML, 2011)

The Concept of Stratified Sampling of Execution Traces. - Heidar Pirzadeh; Sara Shanian; Abdelwahab Hamou-Lhadj; Ali Mehrabian (ICPC, 2011)

Stratified sampling of execution traces: Execution phases serving as strata. - Heidar Pirzadeh; Sara Shanian; Abdelwahab Hamou-Lhadj; Luay Alawneh; Arya Shafiee (Sci. Comput. Program., 2013)

Resilient user interface level tests. - Heidar Pirzadeh; Sara Shanian (ASE, 2014)

A Novel Framework for Creating User Interface Level Tests Resistant to Refactoring of Web Applications. - Heidar Pirzadeh; Sara Shanian; Farzin Davari (QUATIC, 2014)

BigDocs: An Open and Permissively-Licensed Dataset for Training Multimodal Models on Document and Code Tasks. - Juan A. Rodríguez; Xiangru Jian; Siba Smarak Panigrahi; Tianyu Zhang; Aarash Feizi; Abhay Puri; Akshay Kalkunte; François Savard; Ahmed Masry; Shravan Nayak; Rabiul Awal; Mahsa Massoud; et al. (CoRR, 2024)