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Bernd Illing
Publication Activity (10 Years)
Years Active: 2019-2021
Publications (10 Years): 5
Top Topics
Efficient Learning
Deep Learning
Weakly Supervised
Biological Systems
Top Venues
CoRR
Neural Networks
NeurIPS
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Publications
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Bernd Illing
,
Jean Ventura
,
Guillaume Bellec
,
Wulfram Gerstner
Local plasticity rules can learn deep representations using self-supervised contrastive predictions.
NeurIPS
(2021)
Bernd Illing
,
Wulfram Gerstner
,
Guillaume Bellec
Towards truly local gradients with CLAPP: Contrastive, Local And Predictive Plasticity.
CoRR
(2020)
Bernd Illing
,
Wulfram Gerstner
,
Johanni Brea
Biologically plausible deep learning - but how far can we go with shallow networks?
CoRR
(2019)
Johanni Brea
,
Berfin Simsek
,
Bernd Illing
,
Wulfram Gerstner
Weight-space symmetry in deep networks gives rise to permutation saddles, connected by equal-loss valleys across the loss landscape.
CoRR
(2019)
Bernd Illing
,
Wulfram Gerstner
,
Johanni Brea
Biologically plausible deep learning - But how far can we go with shallow networks?
Neural Networks
118 (2019)