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Tianhao Liu

2 accepted papers

2024

PGN: The RNN's New Successor is Effective for Long-Range Time Series Forecasting

NeurIPS 2024poster

Due to the recurrent structure of RNN, the long information propagation path poses limitations in capturing long-term dependencies, gradient explosion/vanishing issues, and inefficient sequential execution. Based on this, we propose a novel paradigm called Parallel Gated Network (PGN) as the new suc…