Challenges in representation learning: A report on three machine learning contests by Goodfellow, Ian J., Erhan, Dumitru, Luc Carrier, Pierre, Courville, Aaron, Mirza, Mehdi, Hamner, Ben, Cukierski, Will, Tang, Yichuan, Thaler, David, Lee, Dong-Hyun, Zhou, Yingbo, Ramaiah, Chetan, Feng, Fangxiang, Li, Ruifan, Wang, Xiaojie, Athanasakis, Dimitris, Shawe-Taylor, John, Milakov, Maxim, Park, John, Ionescu, Radu, Popescu, Marius, Grozea, Cristian, Bergstra, James, Xie, Jingjing, Romaszko, Lukasz, Xu, Bing, Chuang, Zhang, Bengio, Yoshua

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Crystal-GFN: sampling crystals with desirable properties and constraints by Mila AI4Science, Hernandez-Garcia, Alex, Duval, Alexandre, Volokhova, Alexandra, Bengio, Yoshua, Sharma, Divya, Carrier, Pierre Luc, Benabed, Yasmine, Koziarski, Michał, Schmidt, Victor

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COVI-AgentSim: an Agent-based Model for Evaluating Methods of Digital Contact Tracing by Gupta, Prateek, Maharaj, Tegan, Weiss, Martin, Rahaman, Nasim, Alsdurf, Hannah, Sharma, Abhinav, Minoyan, Nanor, Harnois-Leblanc, Soren, Schmidt, Victor, Pierre-Luc St Charles, Deleu, Tristan, Williams, Andrew, Patel, Akshay, Qu, Meng, Bilaniuk, Olexa, Gaétan Marceau Caron, Carrier, Pierre Luc, Ortiz-Gagné, Satya, Rousseau, Marc-Andre, Buckeridge, David, Ghosn, Joumana, Zhang, Yang, Schölkopf, Bernhard, Tang, Jian, Rish, Irina, Pal, Christopher, Merckx, Joanna, Muller, Eilif B, Bengio, Yoshua

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Predicting Infectiousness for Proactive Contact Tracing by Bengio, Yoshua, Gupta, Prateek, Maharaj, Tegan, Rahaman, Nasim, Weiss, Martin, Deleu, Tristan, Muller, Eilif, Qu, Meng, Schmidt, Victor, St-Charles, Pierre-Luc, Alsdurf, Hannah, Olexa Bilanuik, Buckeridge, David, Gáetan Marceau Caron, Pierre-Luc Carrier, Ghosn, Joumana, Ortiz-Gagne, Satya, Pal, Chris, Rish, Irina, Schölkopf, Bernhard, Sharma, Abhinav, Tang, Jian, Williams, Andrew

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Diet Networks: Thin Parameters for Fat Genomics by Romero, Adriana, Carrier, Pierre Luc, Erraqabi, Akram, Sylvain, Tristan, Auvolat, Alex, Dejoie, Etienne, Legault, Marc-André, Dubé, Marie-Pierre, Hussin, Julie G, Bengio, Yoshua

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Texture Modeling with Convolutional Spike-and-Slab RBMs and Deep Extensions by Luo, Heng, Carrier, Pierre Luc, Courville, Aaron, Bengio, Yoshua

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Theano: A Python framework for fast computation of mathematical expressions by The Theano Development Team, Al-Rfou, Rami, Guillaume, Alain, Almahairi, Amjad, Angermueller, Christof, Bahdanau, Dzmitry, Ballas, Nicolas, Bastien, Frédéric, Bayer, Justin, Belikov, Anatoly, Belopolsky, Alexander, Bengio, Yoshua, Bergeron, Arnaud, Snyder, Josh Bleecher, Bouchard, Nicolas, Bouthillier, Xavier, de Brébisson, Alexandre, Breuleux, Olivier, Pierre-Luc Carrier, Cho, Kyunghyun, Chorowski, Jan, Christiano, Paul, Cooijmans, Tim, Marc-Alexandre Côté, Côté, Myriam, Courville, Aaron, Dauphin, Yann N, Delalleau, Olivier, Demouth, Julien, Desjardins, Guillaume, Dieleman, Sander, Dinh, Laurent, Ducoffe, Mélanie, Dumoulin, Vincent, Samira Ebrahimi Kahou, Dumitru Erhan, Fan, Ziye, Firat, Orhan, Germain, Mathieu, Glorot, Xavier, Graham, Matt, Gulcehre, Caglar, Hamel, Philippe, Harlouchet, Iban, Heng, Jean-Philippe, Hidasi, Balázs, Jain, Arjun, Jean, Sébastien, Jia, Kai, Korobov, Mikhail, Kulkarni, Vivek, Lamb, Alex, Lamblin, Pascal, Larsen, Eric, Laurent, César, Lee, Sean, Lefrancois, Simon, Lemieux, Simon, Léonard, Nicholas, Lin, Zhouhan, Livezey, Jesse A, Lowin, Jeremiah, Pierre-Antoine Manzagol, Mastropietro, Olivier, Memisevic, Roland, Bart van Merriënboer, Michalski, Vincent, Mirza, Mehdi, Orlandi, Alberto, Pascanu, Razvan, Raffel, Colin, Renshaw, Daniel, Rocklin, Matthew, Romero, Adriana, Sadowski, Peter, Savard, François, Schlüter, Jan, Schulman, John, Schwartz, Gabriel, Iulian Vlad Serban, Serdyuk, Dmitriy, Shabanian, Samira, Simon, Étienne, Spieckermann, Sigurd, S Ramana Subramanyam, Sygnowski, Jakub, Tanguay, Jérémie, Gijs van Tulder, Turian, Joseph, Urban, Sebastian, Vincent, Pascal, Visin, Francesco, de Vries, Harm, Warde-Farley, David, Willson, Matthew, Xu, Kelvin, Xue, Lijun, Yao, Li, Zhang, Saizheng, Zhang, Ying

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Challenges in Representation Learning: A report on three machine learning contests by Goodfellow, Ian J, Dumitru Erhan, Carrier, Pierre Luc, Courville, Aaron, Mirza, Mehdi, Hamner, Ben, Cukierski, Will, Tang, Yichuan, Thaler, David, Dong-Hyun, Lee, Zhou, Yingbo, Ramaiah, Chetan, Feng, Fangxiang, Li, Ruifan, Wang, Xiaojie, Athanasakis, Dimitris, Shawe-Taylor, John, Milakov, Maxim, Park, John, Ionescu, Radu, Popescu, Marius, Grozea, Cristian, Bergstra, James, Xie, Jingjing, Romaszko, Lukasz, Xu, Bing, Zhang, Chuang, Bengio, Yoshua

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Ultrastructural characterization of dark microglia during aging in a mouse model of Alzheimer’s disease pathology and in human post-mortem brain samples by St-Pierre, Marie-Kim, Carrier, Micaël, González Ibáñez, Fernando, Šimončičová, Eva, Wallman, Marie-Josée, Vallières, Luc, Parent, Martin, Tremblay, Marie-Ève

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Effects of intraoperative hemodynamic management on postoperative acute kidney injury in liver transplantation: An observational cohort study by Carrier, François Martin, Sylvestre, Marie-Pierre, Massicotte, Luc, Bilodeau, Marc, Chasse, Michael

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New Technologies Supporting the Shift to User-Led Approaches in Social Services: A Study of the Implementation of Baromètre by Carrier, Sébastien, Robichaud, Opale, Bossé, Pierre-Luc, Farrese, Alexandre, Lambert, Annie

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Understanding Asphaltene Fraction Behavior through Combined Quartz Crystal Resonator Sensor, FT-ICR MS, GPC ICP HR-MS, and AFM Characterization. Part I: Extrography Fractionations by Acevedo, Nelson, Moulian, Remi, Chacón-Patiño, Martha L, Mejia, Aurora, Radji, Sadia, Daridon, Jean-Luc, Barrère-Mangote, Caroline, Giusti, Pierre, Rodgers, Ryan P, Piscitelli, Vincent, Castillo, Jimmy, Carrier, Hervé, Bouyssiere, Brice

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cFos mediates cAMP-dependent generation of ROS and rescue of maturation program in retinoid-resistant acute promyelocytic leukemia cell line NB4-LR1 by Carrier, Jean-Luc, Javadi, Pasha, Bourrier, Emilie, Camus, Céline, Ségal-Bendirdjian, Evelyne, Karniguian, Aïda

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Development of a Predictive Model for Blood Transfusions and Bleeding During Liver Transplantation: An Observational Cohort Study by Massicotte, Luc, Carrier, François Martin, Denault, André Y., Karakiewicz, Pierre, Hevesi, Zoltan, McCormack, Mickael, Thibeault, Lynda, Nozza, Anna, Tian, Zhe, Dagenais, Michel, Roy, André

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Performance of the Patient-Reported Outcomes Measurement Information System-29 in scleroderma: a Scleroderma Patient-centered Intervention Network Cohort Study by Kwakkenbos, Linda, Thombs, Brett D, Khanna, Dinesh, Carrier, Marie-Eve, Baron, Murray, Furst, Daniel E, Gottesman, Karen, van den Hoogen, Frank, Malcarne, Vanessa L, Mayes, Maureen D, Mouthon, Luc, Nielson, Warren R, Poiraudeau, Serge, Riggs, Robert, Sauvé, Maureen, Wigley, Fredrick, Hudson, Marie, Bartlett, Susan J

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Impact of MELD Score–Based Organ Allocation on Mortality, Bleeding, and Transfusion in Liver Transplantation: A Before-and-After Observational Cohort Study by Massicotte, Luc, Carrier, François Martin, Karakiewicz, Pierre, Hevesi, Zoltan, Thibeault, Lynda, Nozza, Anna, Bilodeau, Marc, Roy, André, Denault, André Y.

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The Scleroderma Patient-Centered Intervention Network Cohort: baseline clinical features and comparison with other large scleroderma cohorts by Dougherty, Dane H, Kwakkenbos, Linda, Carrier, Marie-Eve, Salazar, Gloria, Assassi, Shervin, Baron, Murray, Bartlett, Susan J, Furst, Daniel E, Gottesman, Karen, van den Hoogen, Frank, Malcarne, Vanessa L, Mouthon, Luc, Nielson, Warren R, Poiraudeau, Serge, Sauvé, Maureen, Boire, Gilles, Bruns, Alessandra, Chung, Lorinda, Denton, Christopher, Dunne, James V, Fortin, Paul, Frech, Tracy, Gill, Anna, Gordon, Jessica, Herrick, Ariane L, Hinchcliff, Monique, Hudson, Marie, Johnson, Sindhu R, Jones, Niall, Kafaja, Suzanne, Larché, Maggie, Manning, Joanne, Pope, Janet, Spiera, Robert, Steen, Virginia, Sutton, Evelyn, Thorne, Carter, Wilcox, Pearce, Thombs, Brett D, Mayes, Maureen D

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Physical or Occupational Therapy Use in Systemic Sclerosis: A Scleroderma Patient-centered Intervention Network Cohort Study by Becetti, Karima, Kwakkenbos, Linda, Carrier, Marie-Eve, Gordon, Jessica K, Nguyen, Joseph T, Mancuso, Carol A, Mouthon, Luc, Nguyen, Christelle, Rannou, François, Welling, Joep, Thombs, Brett D, Spiera, Robert F

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Changes in mental health symptoms from pre-COVID-19 to COVID-19 among participants with systemic sclerosis from four countries: A Scleroderma Patient-centered Intervention Network... by Thombs, Brett D., Kwakkenbos, Linda, Henry, Richard S., Carrier, Marie-Eve, Patten, Scott, Harb, Sami, Bourgeault, Angelica, Tao, Lydia, Bartlett, Susan J., Mouthon, Luc, Varga, John, Benedetti, Andrea, Fortuné, Catherine, Gietzen, Amy, Guillot, Geneviève, Lewis, Nancy, Richard, Michelle, Sauvé, Maureen, Welling, Joep, Fligelstone, Kim, Gottesman, Karen, Leite, Catarina, Pérez, Elisabet, Baron, Murray, Malcarne, Vanessa, Mayes, Maureen D., Nielson, Warren R., Riggs, Robert, Assassi, Shervin, Ells, Carolyn, van den Ende, Cornelia, Frech, Tracy, Harel, Daphna, Hinchcliff, Monique, Hudson, Marie, Johnson, Sindhu R., Larche, Maggie, Nguyen, Christelle, Pope, Janet, Rannou, François, Reyna, Tatiana Sofia Rodriguez, Schouffoer, Anne A., Suarez-Almazor, Maria E., Agard, Christian, Albert, Alexandra, Bernstein, Elana J., Berthier, Sabine, Bissonnette, Lyne, Bruns, Alessandra, Carreira, Patricia, Chaigne, Benjamin, Chung, Lorinda, Correia, Chase, Denton, Christopher, Dunne, James V., Dunogue, Bertrand, Farge-Bancel, Dominique, Fortin, Paul R., Gordon, Jessica, Granel-Rey, Brigitte, Hatron, Pierre-Yves, Herrick, Ariane L., Hoa, Sabrina, Jones, Niall, Fernandes, Artur Jose de B., Kafaja, Suzanne, Khalidi, Nader, Launay, David, Manning, Joanne, Marie, Isabelle, Martin, Maria, Mekinian, Arsene, Melchor, Sheila, Nikpour, Mandana, Olagne, Louis, Proudman, Susanna, Régent, Alexis, Rivière, Sébastien, Robinson, David, Rodriguez, Esther, Roux, Sophie, Sobanski, Vincent, Steen, Virginia, Sutton, Evelyn, Thorne, Carter, Wilcox, Pearce, Ayala, Mara Cañedo, Carboni-Jiménez, Andrea, Gagarine, Maria, Nordlund, Julia, Østbø, Nora, Rice, Danielle B., Turner, Kimberly A., Culos-Reed, Nicole, Dyas, Laura, El-Baalbaki, Ghassan, Hebblethwaite, Shannon, Bustamante, Laura, Duchek, Delaney, Ellis, Kelsey

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“COP26: what is the message for public health?” Response from the Université de Montréal One Health initiative by Aenishaenslin, Cécile, Batal, Malek, Boiteux, Manon, Bouchard, Michèle, Brun, Yves, Brodeur, Jacques, Carabin, Hélène, Carrier, Julie, Kasisi, Robert, Kritikou, Ekat, Lavoie, Jean-Pierre, Lavoie-Tremblay, Mélanie, Merry, Lisa, Monnais, Laurence, Sauvé, Sébastien, Stafford, Luc, Michel, Juan José Torres, Tremblay, Hugo

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