Search Results for author: Pieter-Jan Hoedt

Found 3 papers, 2 papers with code

Principled Weight Initialisation for Input-Convex Neural Networks

1 code implementation NeurIPS 2023 Pieter-Jan Hoedt, Günter Klambauer

By studying signal propagation through layers with non-negative weights, we are able to derive a principled weight initialisation for ICNNs.

Drug Discovery

MC-LSTM: Mass-Conserving LSTM

1 code implementation13 Jan 2021 Pieter-Jan Hoedt, Frederik Kratzert, Daniel Klotz, Christina Halmich, Markus Holzleitner, Grey Nearing, Sepp Hochreiter, Günter Klambauer

MC-LSTMs set a new state-of-the-art for neural arithmetic units at learning arithmetic operations, such as addition tasks, which have a strong conservation law, as the sum is constant over time.

Inductive Bias

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