Search Results for author: Pierre Marion

Found 3 papers, 2 papers with code

Scaling ResNets in the Large-depth Regime

1 code implementation14 Jun 2022 Pierre Marion, Adeline Fermanian, Gérard Biau, Jean-Philippe Vert

initializations, the only non-trivial dynamics is for $\alpha_L = 1/\sqrt{L}$ (other choices lead either to explosion or to identity mapping).

Structured Context and High-Coverage Grammar for Conversational Question Answering over Knowledge Graphs

no code implementations EMNLP 2021 Pierre Marion, Paweł Krzysztof Nowak, Francesco Piccinno

On CSQA, our approach increases the coverage from $80\%$ to $96. 2\%$, and the LF execution accuracy from $70. 6\%$ to $75. 6\%$, with respect to previous state-of-the-art results.

Conversational Question Answering Knowledge Graphs +1

Framing RNN as a kernel method: A neural ODE approach

1 code implementation NeurIPS 2021 Adeline Fermanian, Pierre Marion, Jean-Philippe Vert, Gérard Biau

Building on the interpretation of a recurrent neural network (RNN) as a continuous-time neural differential equation, we show, under appropriate conditions, that the solution of a RNN can be viewed as a linear function of a specific feature set of the input sequence, known as the signature.

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