Measuring Catastrophic Forgetting in Neural Networks R Kemker, M McClure, A Abitino, TL Hayes, C Kanan AAAI, 3390-3398, 2018 | 728 | 2018 |
REMIND Your Neural Network to Prevent Catastrophic Forgetting TL Hayes, K Kafle, R Shrestha, M Acharya, C Kanan ECCV, 2020 | 287 | 2020 |
Memory Efficient Experience Replay for Streaming Learning TL Hayes, ND Cahill, C Kanan ICRA, 2019 | 252 | 2019 |
Avalanche: an End-to-End Library for Continual Learning V Lomonaco, L Pellegrini, A Cossu, A Carta, G Graffieti, TL Hayes, ... CVPR Workshop on Continual Learning in Computer Vision, 2021 | 182 | 2021 |
Lifelong machine learning with deep streaming linear discriminant analysis TL Hayes, C Kanan CVPR Workshop on Continual Learning in Computer Vision, 2020 | 158 | 2020 |
Replay in Deep Learning: Current Approaches and Missing Biological Elements TL Hayes, GP Krishnan, M Bazhenov, HT Siegelmann, TJ Sejnowski, ... Neural Computation, 2021 | 122 | 2021 |
Self-Supervised Training Enhances Online Continual Learning J Gallardo, TL Hayes, C Kanan BMVC, 2021 | 62 | 2021 |
RODEO: Replay for Online Object Detection M Acharya, TL Hayes, C Kanan BMVC, 2020 | 53 | 2020 |
Are Open Set Classification Methods Effective on Large-Scale Datasets? R Roady, TL Hayes, R Kemker, A Gonzales, C Kanan PLoS ONE, 2020 | 51* | 2020 |
New metrics and experimental paradigms for continual learning TL Hayes, R Kemker, ND Cahill, C Kanan CVPR Workshop on Real-World Challenges and New Benchmarks for Deep Learning …, 2018 | 45 | 2018 |
Online Continual Learning for Embedded Devices TL Hayes, C Kanan CoLLAs, 2022 | 41 | 2022 |
Stream-51: Streaming Classification and Novelty Detection From Videos R Roady, TL Hayes, H Vaidya, C Kanan CVPR Workshop on Continual Learning in Computer Vision, 228-229, 2020 | 27 | 2020 |
Selective Replay Enhances Learning in Online Continual Analogical Reasoning TL Hayes, C Kanan CVPR Workshop on Continual Learning in Computer Vision, 2021 | 15 | 2021 |
Do we need fully connected output layers in convolutional networks? Z Qian, TL Hayes, K Kafle, C Kanan arXiv preprint arXiv:2004.13587, 2020 | 10 | 2020 |
Continual learning: Applications and the road forward E Verwimp, S Ben-David, M Bethge, A Cossu, A Gepperth, TL Hayes, ... TMLR, 2023 | 9 | 2023 |
How Efficient Are Today's Continual Learning Algorithms? MY Harun, J Gallardo, TL Hayes, C Kanan CVPR Workshop on Continual Learning in Computer Vision, 2023 | 9 | 2023 |
Efficiently computing piecewise flat embeddings for data clustering and image segmentation RT Meinhold, TL Hayes, ND Cahill 2016 IEEE MIT Undergraduate Research Technology Conference (URTC), 1-4, 2016 | 9 | 2016 |
SIESTA: Efficient Online Continual Learning with Sleep MY Harun, J Gallardo, TL Hayes, R Kemker, C Kanan TMLR, 2023 | 8 | 2023 |
Continual causality: A retrospective of the inaugural aaai-23 bridge program M Mundt, KW Cooper, DS Dhami, A Ribeiro, JS Smith, A Bellot, T Hayes AAAI Bridge Program on Continual Causality, 1-10, 2023 | 4 | 2023 |
Disentangling Transfer and Interference in Multi-Domain Learning Y Zhang, TL Hayes, C Kanan AAAI Workshop on Practical Deep Learning in the Wild, 2022 | 4 | 2022 |