ItôFormer: Augmenting Stochastic Validity in Financial-Centric Deep Neural Networks
Description
itoformer:
https://github.com/Nathaniel-Coulter/Itoformer
itoformer_full.zip
├── baselines
│ ├── arima.py
│ ├── garch.py
│ ├── har_rv.py
│ └── kalman.py
├── encoders
│ ├── calendar.py
│ ├── encoders.py
│ ├── extra_encoders.py
│ ├── graph.py
│ ├── ito_vol.py
│ ├── regime.py
│ ├── stat_factor.py
│ └── surface_curve.py
├── losses
│ ├── ito.py
│ ├── martingale.py
│ └── no_arbitrage.py
├── models
│ ├── itoformer.py
│ ├── blocks
│ │ ├── attention.py
│ │ ├── feedforward.py
│ │ ├── normalization.py
│ │ ├── state_token.py
│ │ └── utils.py
│ └── heads
│ ├── forecast.py
│ ├── martingale.py
│ ├── options_node.py
│ ├── options_svi.py
│ └── term_structure.py
├── training
│ ├── collate.py
│ ├── datamodules_options.py
│ ├── datamodules_rates.py
│ ├── datasets.py
│ ├── preprocessing.py
│ └── tokenization.py
└── utils
├── config.py
├── csvlog.py
└── validate_config.py
Files
ItôFormer Augmenting Stochastic Validity in Financial-Centric Deep Neural Networks (Nathaniel Coulter).pdf
Files
(4.2 MB)
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Additional details
Related works
- Cites
- Publication: 10.2139/ssrn.5447734 (DOI)
- Journal article: 10.2139/ssrn.5551019 (DOI)
- Is supplement to
- Working paper: 10.5281/zenodo.17971626 (DOI)
Dates
- Created
-
2025-10Neural Network
Software
- Repository URL
- https://github.com/Nathaniel-Coulter/Itoformer
- Programming language
- Python
- Development Status
- Active