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Gido M. van de Ven
Gido M. van de Ven
Postdoctoral Associate, KU Leuven
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Three scenarios for continual learning
GM van de Ven, AS Tolias
arXiv preprint arXiv:1904.07734, 2019
10902019
Brain-inspired replay for continual learning with artificial neural networks
GM van de Ven, HT Siegelmann, AS Tolias
Nature Communications 11, 4069, 2020
5792020
Three types of incremental learning
GM van de Ven, T Tuytelaars, AS Tolias
Nature Machine Intelligence 4 (12), 1185-1197, 2022
4792022
Hippocampal offline reactivation consolidates recently formed cell assembly patterns during sharp wave-ripples
GM van de Ven, S Trouche, CG McNamara, K Allen, D Dupret
Neuron 92 (5), 968-974, 2016
3222016
Generative replay with feedback connections as a general strategy for continual learning
GM van de Ven, AS Tolias
arXiv preprint arXiv:1809.10635, 2018
2632018
Biological underpinnings for lifelong learning machines
D Kudithipudi, M Aguilar-Simon, J Babb, M Bazhenov, D Blackiston, ...
Nature Machine Intelligence 4 (3), 196-210, 2022
2342022
Avalanche: an end-to-end library for continual learning
V Lomonaco, L Pellegrini, A Cossu, A Carta, G Graffieti, TL Hayes, ...
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern ¡¦, 2021
2252021
Parsing hippocampal theta oscillations by nested spectral components during spatial exploration and memory-guided behavior
V Lopes-dos-Santos, GM van de Ven, A Morley, S Trouche, ...
Neuron 100 (4), 940-952, 2018
1692018
Recoding a cocaine-place memory engram to a neutral engram in the hippocampus
S Trouche, PV Perestenko, GM van de Ven, CT Bratley, CG McNamara, ...
Nature Neuroscience 19 (4), 564-567, 2016
1482016
Class-incremental learning with generative classifiers
GM van de Ven, Z Li, AS Tolias
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern ¡¦, 2021
792021
Attention fine-tunes auditory–motor processing of speech sounds
R Möttönen, GM van de Ven, KE Watkins
Journal of Neuroscience 34 (11), 4064-4069, 2014
782014
Natural continual learning: success is a journey, not (just) a destination
TC Kao*, KT Jensen*, GM van de Ven, A Bernacchia, G Hennequin
Advances in Neural Information Processing Systems (NeurIPS) 34, 2021
622021
Energy-based models for continual learning
S Li, Y Du, GM van de Ven, I Mordatch
Conference on Lifelong Learning Agents (CoLLAs) – oral, 2022
55*2022
Continual evaluation for lifelong learning: identifying the stability gap
M De Lange, GM van de Ven, T Tuytelaars
International Conference on Learning Representations (ICLR) – spotlight, 2023
482023
Three continual learning scenarios
GM van de Ven, AS Tolias
NeurIPS, Continual Learning Workshop, 2018
372018
Continual learning: applications and the road forward
E Verwimp, R Aljundi, S Ben-David, M Bethge, A Cossu, A Gepperth, ...
Transactions on Machine Learning Research (TMLR), 2024
312024
Representation ensembling for synergistic lifelong learning with quasilinear complexity
JT Vogelstein*, J Dey*, HS Helm, W LeVine, RD Mehta, TM Tomita, H Xu, ...
arXiv preprint arXiv:2004.12908, 2020
26*2020
Continual learning and catastrophic forgetting
GM van de Ven*, N Soures*, D Kudithipudi
arXiv preprint arXiv:2403.05175, 2024
162024
Prediction error-based classification for class-incremental learning
M Zając, T Tuytelaars, GM van de Ven
International Conference on Learning Representations (ICLR), 2024
102024
Three continual learning scenarios and a case for generative replay
GM van de Ven, AS Tolias
Submission to ICLR, 2018
102018
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