**摘要**
Simple linear and frequency-domain models remain surprisingly competitive in long-horizon time-series forecasting, and recent mechanistic evidence suggests that standard forecasting benchmarks may not require the dense superposed representations that make transformers powerful in other domains. This raises a substrate-level question: if the core forecasting operator is often low-complexity and app
👤 作者: Alper Yıldırım

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🔗 **[HAMON ：用于长视野预测的无源光序列混合](https://arxiv.org/abs/2606.17028v1)**

> HAMON: Passive Optical Sequence Mixing for Long-Horizon Forecasting
🏷️ 来源: ArXiv cs.AI
⏱️ 2026-06-16 14:00