Nature

Recurrent neural networks with transient trajectory explain working memory encoding mechanisms

Whether working memory (WM) is encoded by persistent activity using attractors or by dynamic activity using transient trajectories has been debated for decades in both experimental and modeling ...
Nature

Ensemble probabilistic quantization encoding for information preservation of numerical variables in convolutional neural networks

One-hot encoding is a prevalent method used to convert numeric variables into categorical variables. But one-hot encoding omits crucial quantitative data, which compromises the performance of ...