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README.md
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# FrontierTS - Frontier Time Series Forecasting Model
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## Architecture
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- **Type**: Decoder-only transformer with patch-based input
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- **Features**: RoPE, SwiGLU, sinh⁻¹ normalization, quantile regression (9 quantiles), multi-token prediction, CPM
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- **Optimizer**: Muon (2x compute efficiency vs AdamW) + AdamW for non-matrix params
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## Training Data
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- autogluon/chronos_datasets (M4, Electricity, Dominick, etc.)
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- KernelSynth-style synthetic time series
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## References
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- TiRex (arxiv:2505.23719) | Chronos-2 (arxiv:2510.15821)
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- Moirai 2.0 (arxiv:2511.11698) | Moonlight/Muon (arxiv:2502.16982)
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## Checkpoint: step 5 (final)
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