most citedPENGUIN: Enhancing Transformer with Periodic-Nested Group Attention for Long-term Time Series Forecasting

1 citations · 1 across the 2 of their papers we have counts for

collaborators
Showing cs.AIShow all

1 paper · 1 filter

cs.AI2026

From Scalars to Time Series: Rethinking Implicit Neural Representations for Time-Varying Volumetric Data

Weihan Zhang, Xuan Zhao, Yenwen Peng +2

Implicit neural representations (INRs) for time-varying volumetric data are typically trained using dense sampling over spatiotemporal coordinates, where each observation correspon…