Revealing Causal Graph Structure in Pigeon Flocks Using Attentions in Temporal ConvNet

• Main Authors: Layacan, Jimson Paulo, Donaire, Aengus Martin, Felipe, Harvey, Go, Clark Kendrick
• Format: text
• Published: Archīum Ateneo 2023
• Subjects: AD-DSTCN; attention mechanism; causal inference; collective behavior; Mathematics; Physical Sciences and Mathematics
• Online Access: https://archium.ateneo.edu/mathematics-faculty-pubs/243; https://doi.org/10.1109/IJCNN54540.2023.10191157
• Institution: Ateneo De Manila University

The study of collective animal behavior has long been of interest to researchers across various disciplines. In this study, a modified version of the Attention-based Dilated Depthwise Separable Temporal Convolutional Networks (AD-DSTCN) architecture was used to analyze high-resolution spatiotemporal...