Author

Chun-Jie Wang

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Open access Aug 2026

Bayesian selective scan for robust long-horizon action recognition via reliability-aware discretization

Introduction Long-horizon action recognition is increasingly deployed in streaming and safety-critical settings, where short but severe corruptions, such as motion blur or adversarial perturbations, can overwrite temporal memory and cause errors to persist after unreliable segments end. Selective State Space Models (SS...

Chun-Jie Wang · Frontiers in Robotics and AI · 0 citations

#graph neural networks Open access Sep 2026

DSTGAT: A Spatio-Temporal Dynamic Graph Attention Network for User Activity Recognition

A dynamic graph learning module based on Gumbel-Softmax sampling is proposed to adaptively reconstruct the sensor adjacency matrix and a Talking-Head graph attention mechanism is employed to facilitate cross-head feature interaction, enhancing global semantic fusion.

Jia-Hao Wang, Mao-Quan Wang, Jin-Ming Wu et al. · Italian National Conference... · 0 citations