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06/30/2023
The Shaped Transformer: Attention Models in the Infinite Depth-and-Width Limit
In deep learning theory, the covariance matrix of the representations se...
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03/16/2023
Achieving a Better Stability-Plasticity Trade-off via Auxiliary Networks in Continual Learning
In contrast to the natural capabilities of humans to learn new tasks in ...
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01/26/2022
FIGARO: Generating Symbolic Music with Fine-Grained Artistic Control
Generating music with deep neural networks has been an area of active re...
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01/02/2022
Randomized Signature Layers for Signal Extraction in Time Series Data
Time series analysis is a widespread task in Natural Sciences, Social Sc...
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09/01/2021
Boosting Search Engines with Interactive Agents
Can machines learn to use a search engine as an interactive tool for fin...
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03/21/2021
SwissDial: Parallel Multidialectal Corpus of Spoken Swiss German
Swiss German is a dialect continuum whose natively acquired dialects sig...
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05/27/2018
Towards a Theoretical Understanding of Batch Normalization
Normalization techniques such as Batch Normalization have been applied v...
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10/31/2017
Semantic Interpolation in Implicit Models
In implicit models, one often interpolates between sampled points in lat...
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06/11/2015
