25 citations · 56 across the 16 of their papers we have counts for
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cs.LG2020
Liquid Time-constant Networks
Ramin Hasani, Mathias Lechner, Alexander Amini +2
We introduce a new class of time-continuous recurrent neural network models. Instead of declaring a learning system's dynamics by implicit nonlinearities, we construct networks of…
cs.LG2020
Learning Long-Term Dependencies in Irregularly-Sampled Time Series
Mathias Lechner, Ramin Hasani
Recurrent neural networks (RNNs) with continuous-time hidden states are a natural fit for modeling irregularly-sampled time series. These models, however, face difficulties when th…