67 citations · 69 across the 5 of their papers we have counts for
5 papers
SyncMapV2: Robust and Adaptive Unsupervised Segmentation
Heng Zhang, Zikang Wan, Danilo Vasconcellos Vargas
Human vision excels at segmenting visual cues without the need for explicit training, and it remains remarkably robust even as noise severity increases. In contrast, existing AI al…
Adapting to Covariate Shift in Real-time by Encoding Trees with Motion Equations
Tham Yik Foong, Heng Zhang, Mao Po Yuan +1
Input distribution shift presents a significant problem in many real-world systems. Here we present Xenovert, an adaptive algorithm that can dynamically adapt to changes in input d…
Symmetrical SyncMap for Imbalanced General Chunking Problems
Heng Zhang, Danilo Vasconcellos Vargas
Recently, SyncMap pioneered an approach to learn complex structures from sequences as well as adapt to any changes in underlying structures. This is achieved by using only nonlinea…
A Survey on Reservoir Computing and its Interdisciplinary Applications Beyond Traditional Machine Learning
Heng Zhang, Danilo Vasconcellos Vargas
Reservoir computing (RC), first applied to temporal signal processing, is a recurrent neural network in which neurons are randomly connected. Once initialized, the connection stren…
Dynamical Equations With Bottom-up Self-Organizing Properties Learn Accurate Dynamical Hierarchies Without Any Loss Function
Danilo Vasconcellos Vargas, Tham Yik Foong, Heng Zhang
Self-organization is ubiquitous in nature and mind. However, machine learning and theories of cognition still barely touch the subject. The hurdle is that general patterns are diff…