Data Party THU

Jul 28, 2025 · Artificial Intelligence

How InterpGN Bridges Interpretability and Accuracy in Time Series Classification

InterpGN introduces a novel gated network that combines shapelet‑based interpretable experts with deep neural networks, using confidence‑driven gating to retain transparency on salient samples while delegating complex cases to deep models, achieving state‑of‑the‑art performance and improved shapelet quality across multiple benchmarks, including UEA and MIMIC‑III.