41 citations · 62 across the 8 of their papers we have counts for
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cs.LG2021★ 18 cited
Aligned Contrastive Predictive Coding
Jan Chorowski, Grzegorz Ciesielski, Jarosław Dzikowski +6
We investigate the possibility of forcing a self-supervised model trained using a contrastive predictive loss to extract slowly varying latent representations. Rather than producin…
cs.LG2020★ 41 cited
Robust Training of Vector Quantized Bottleneck Models
Adrian Łańcucki, Jan Chorowski, Guillaume Sanchez +6
In this paper we demonstrate methods for reliable and efficient training of discrete representation using Vector-Quantized Variational Auto-Encoder models (VQ-VAEs). Discrete laten…