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Alexander Meulemans
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A theoretical framework for target propagation
A Meulemans, F Carzaniga, J Suykens, J Sacramento, BF Grewe
NeurIPS 2020 (spotlight), 2020
872020
Uncovering mesa-optimization algorithms in transformers
J Von Oswald, M Schlegel, A Meulemans, S Kobayashi, E Niklasson, ...
arXiv preprint arXiv:2309.05858, 2023
67*2023
Continual Learning in Recurrent Neural Networks
B Ehret, C Henning, MR Cervera, A Meulemans, J von Oswald, BF Grewe
International Conference on Representation Learning (ICLR 2021), 2020
482020
Credit assignment in neural networks through deep feedback control
A Meulemans, M Tristany Farinha, J García Ordóñez, P Vilimelis Aceituno, ...
NeurIPS 2021 (spotlight), 2021
452021
Neural networks with late-phase weights
J von Oswald, S Kobayashi, J Sacramento, A Meulemans, C Henning, ...
International Conference on Learning Representation (ICLR 2021), arXiv: 2007 …, 2020
382020
The least-control principle for local learning at equilibrium
A Meulemans, N Zucchet, S Kobayashi, J Von Oswald, J Sacramento
NeurIPS 2022 (oral), 2022
282022
Minimizing control for credit assignment with strong feedback
A Meulemans, MT Farinha, MR Cervera, J Sacramento, BF Grewe
International Conference on Machine Learning, 15458-15483, 2022
142022
Learning to Extract Structured Entities Using Language Models
H Wu, Y Yuan, L Mikaelyan, A Meulemans, X Liu, J Hensman, B Mitra
Proceedings of the 2024 Conference on Empirical Methods in Natural Language …, 2024
7*2024
Challenges for Using Impact Regularizers to Avoid Negative Side Effects
D Lindner, K Matoba, A Meulemans
arXiv preprint arXiv:2101.12509, 2021
72021
Learning probability distributions of sensory inputs with Monte Carlo Predictive Coding
G Oliviers, R Bogacz, A Meulemans
PLOS Computational Biology 20 (10), e1012532, 2024
52024
Would I have gotten that reward? Long-term credit assignment by counterfactual contribution analysis
A Meulemans, S Schug, S Kobayashi, N Daw, G Wayne
NeurIPS 2023 (spotlight), 2024
52024
Multi-agent cooperation through learning-aware policy gradients
A Meulemans, S Kobayashi, J von Oswald, N Scherrer, E Elmoznino, ...
arXiv preprint arXiv:2410.18636, 2024
12024
Control-based theories for credit assignment in neural networks and reinforcement learning
A Meulemans
ETH Zurich, 2024
2024
Neural network circuit for deep artificial neuronal networks using deep feedback control
AME Meulemans, BF Grewe, MT Farinha, JG Ordonez, JR Sacramento, ...
US Patent App. 18/570,029, 2024
2024
Towards a mathematical understanding of biologically plausible learning methods for deep neural networks
A Meulemans
2019
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