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System Design for an Integrated Lifelong Reinforcement Learning Agent for Real-Time Strategy Games


Dec 08, 2022
Indranil Sur, Zachary Daniels, Abrar Rahman, Kamil Faber, Gianmarco J. Gallardo, Tyler L. Hayes, Cameron E. Taylor, Mustafa Burak Gurbuz, James Smith, Sahana Joshi, Nathalie Japkowicz, Michael Baron, Zsolt Kira, Christopher Kanan, Roberto Corizzo, Ajay Divakaran, Michael Piacentino, Jesse Hostetler, Aswin Raghavan

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* The Second International Conference on AIML Systems, October 12--15, 2022, Bangalore, India 

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Online Continual Learning for Embedded Devices


Mar 21, 2022
Tyler L. Hayes, Christopher Kanan

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Can I see an Example? Active Learning the Long Tail of Attributes and Relations


Mar 11, 2022
Tyler L. Hayes, Maximilian Nickel, Christopher Kanan, Ludovic Denoyer, Arthur Szlam

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Disentangling Transfer and Interference in Multi-Domain Learning


Jul 16, 2021
Yipeng Zhang, Tyler L. Hayes, Christopher Kanan

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Replay in Deep Learning: Current Approaches and Missing Biological Elements


Apr 01, 2021
Tyler L. Hayes, Giri P. Krishnan, Maxim Bazhenov, Hava T. Siegelmann, Terrence J. Sejnowski, Christopher Kanan

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Avalanche: an End-to-End Library for Continual Learning


Apr 01, 2021
Vincenzo Lomonaco, Lorenzo Pellegrini, Andrea Cossu, Antonio Carta, Gabriele Graffieti, Tyler L. Hayes, Matthias De Lange, Marc Masana, Jary Pomponi, Gido van de Ven, Martin Mundt, Qi She, Keiland Cooper, Jeremy Forest, Eden Belouadah, Simone Calderara, German I. Parisi, Fabio Cuzzolin, Andreas Tolias, Simone Scardapane, Luca Antiga, Subutai Amhad, Adrian Popescu, Christopher Kanan, Joost van de Weijer, Tinne Tuytelaars, Davide Bacciu, Davide Maltoni

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* Official Website: https://avalanche.continualai.org 

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Self-Supervised Training Enhances Online Continual Learning


Mar 25, 2021
Jhair Gallardo, Tyler L. Hayes, Christopher Kanan

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Selective Replay Enhances Learning in Online Continual Analogical Reasoning


Mar 06, 2021
Tyler L. Hayes, Christopher Kanan

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Improved Robustness to Open Set Inputs via Tempered Mixup


Sep 10, 2020
Ryne Roady, Tyler L. Hayes, Christopher Kanan

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* Proceedings of the ECCV 2020 Workshop on Adversarial Robustness in the Real World 

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