Task Formulation Matters When Learning Continuously: A Case Study in Visual Question Answering

Claudio Greco, Barbara Plank, Raquel Fernández, D. Gurari, Qing Li, Abigale Stangl, Anhong Guo, Chi Lin, Kristen Grauman, Jiebo Luo, R. Hadsell, Dushyant Rao, Andrei A. Rusu, Tyler L. Hayes, Kushal Kafle, Manoj Robik Shrestha, Christopher Kanan. 2020, Remind, Ziyue Jiang, Yi Ren, Ming Lei, Zhou Zhao, Ronald Kemker, Marc McClure, Angelina Abitino, Christopher Kanan. 2018, Mea-710, Jihyung Kil, Cheng Zhang, Dong Xuan, James Kirkpatrick, Razvan Pascanu, Neil C. Rabinowitz, J. Veness, Guillaume Desjardins, Kieran Milan, John Quan, Tiago Ramalho, A. Lazaridou, A. Kuncoro, Elena Gri-732 bovskaya, Devang Agrawal, Adam Liska, Tayfun Terzi, Mai Gimenez, Cyprien de Masson d'Autume, Tomáš Ko ˇ ciský, Sebastian Ruder, Dani Yogatama, Tsung-Yi Lin, Michael Maire, Serge J. Belongie, James Hays, Pietro Perona, Deva Ramanan, Piotr Dollár, C. Lawrence, Zitnick. 2014. Microsoft, Vincenzo Lomonaco, Davide Maltoni, David Lopez-Paz, Marc’Aurelio, Michael McCloskey, Neal J Cohen, Catas-775, Seyed Iman Mirzadeh, Mehrdad Farajtabar, Razvan, Cuong V. Nguyen, A. Achille, Michael Lam, Tal Hassner, V. Mahadevan, S. Soatto, Tae Giang Nguyen, Joon Jun, Tolcha Trung Tran, Jeffrey Pennington, R. Socher, Roger Ratcliff. 1990, Connectionist