13 citations · 21 across the 4 of their papers we have counts for
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cs.LG2022★ 2 cited
Neuro-symbolic Models for Interpretable Time Series Classification using Temporal Logic Description
Ruixuan Yan, Tengfei Ma, Achille Fokoue +2
Most existing Time series classification (TSC) models lack interpretability and are difficult to inspect. Interpretable machine learning models can aid in discovering patterns in d…
cs.LG2021★ 6 cited
Neural Network for Weighted Signal Temporal Logic
Ruixuan Yan, Agung Julius
In this paper, we propose a neuro-symbolic framework called weighted Signal Temporal Logic Neural Network (wSTL-NN) that combines the characteristics of neural networks and tempora…