AINeutralarXiv – CS AI · 10h ago5/10
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KAN Text to Vision? The Exploration of Kolmogorov-Arnold Networks for Multi-Scale Sequence-Based Pose Animation from Sign Language Notation
Researchers introduce KANMultiSign, a neural network framework that converts sign language notation into pose animations using Kolmogorov-Arnold Networks integrated with Transformers. The system achieves improved accuracy with fewer parameters across multiple sign languages, demonstrating that multi-scale supervision is the key driver of performance gains.