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Colin Bredenberg
Colin Bredenberg
University of Montreal
Verified email at mila.quebec
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Neurodegenerative disease concomitant proteinopathies are prevalent, age-related and APOE4-associated
JL Robinson, EB Lee, SX Xie, L Rennert, ER Suh, C Bredenberg, ...
Brain 141 (7), 2181-2193, 2018
5692018
Learning efficient task-dependent representations with synaptic plasticity
C Bredenberg, E Simoncelli, C Savin
Advances in neural information processing systems 33, 15714-15724, 2020
132020
Impression learning: Online representation learning with synaptic plasticity
C Bredenberg, B Lyo, E Simoncelli, C Savin
Advances in neural information processing systems 34, 11717-11729, 2021
102021
Recurrent neural circuits overcome partial inactivation by compensation and re-learning
C Bredenberg, C Savin, R Kiani
Journal of Neuroscience 44 (16), 2024
82024
Desiderata for normative models of synaptic plasticity
C Bredenberg, C Savin
Neural Computation 36 (7), 1245-1285, 2024
52024
Flexible phase dynamics for bio-plausible contrastive learning
E Williams, C Bredenberg, G Lajoie
International Conference on Machine Learning, 37042-37065, 2023
52023
Formalizing locality for normative synaptic plasticity models
C Bredenberg, E Williams, C Savin, B Richards, G Lajoie
Advances in Neural Information Processing Systems 36, 2024
22024
Adaptive coding efficiency in recurrent cortical circuits via gain control
LR Duong, C Bredenberg, DJ Heeger, EP Simoncelli
arXiv preprint arXiv:2305.19869, 2023
22023
Sufficient conditions for offline reactivation in recurrent neural networks
NH Krishna, C Bredenberg, D Levenstein, BA Richards, G Lajoie
The Twelfth International Conference on Learning Representations, 2024
12024
Normative Theories of Synaptic Plasticity for Representation and Perceptual Discrimination
C Bredenberg
New York University, 2022
2022
Examining heterogeneous weight perturbations in neural networks with spike-timing-dependent plasticity
C Bredenberg
University of Pittsburgh, 2017
2017
Impression learning: Online representation learning with synaptic plasticity–Appendices–
C Bredenberg, BSH Lyo, EP Simoncelli, C Savin
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Articles 1–12