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Add .mat archive, relative-path split matching the registry, dataset card

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OracleDatasetProcessed-arranged.tar.gz ADDED
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README.md ADDED
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+ ---
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+ pretty_name: RepresentationLearning ORACLE triplets
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+ tags:
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+ - wireless
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+ - rf-fingerprinting
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+ - channel-estimation
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+ - cfo-estimation
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+ - iq-samples
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+ size_categories:
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+ - 100K<n<1M
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+ ---
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+
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+ # RepresentationLearning dataset
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+
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+ Preprocessed WiFi packets for three wireless tasks, used to train and attack the
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+ multi-task representations in
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+ [RepresentationLearning](https://github.com/nasimsoltani/RepresentationLearning).
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+ Pretrained models and the run registry are in
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+ [`Aadharsh/RepresentationLearning-models`](https://huggingface.co/Aadharsh/RepresentationLearning-models).
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+
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+ The packets are derived from the [ORACLE RF fingerprinting dataset](https://genesys-lab.org/oracle)
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+ (16 USRP X310 transmitters recorded at 11 distances, 2–62 ft).
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+
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+ ## Files
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+
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+ | File | Size | Contents |
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+ |---|---|---|
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+ | `OracleDatasetProcessed-arranged.tar.gz` | 3.3 GB | 416,244 `.mat` files (see below) |
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+ | `rf_partition_dict_0.5.pkl` | 5.8 MB | train/val/test split and CFO normalisation constants |
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+
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+ ## Layout
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+
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+ ```bash
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+ tar xzf OracleDatasetProcessed-arranged.tar.gz
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+ ```
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+
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+ The archive has a doubled top-level directory. The `.mat` files are in
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+ `OracleDatasetProcessed-arranged/OracleDatasetProcessed-arranged/`; point
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+ `DATA_BASE_PATH` there.
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+
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+ One sample is a **triplet** sharing the suffix `_run1_Radio<r>_<d>ft_<i>.mat`:
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+
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+ | Prefix | Variables | Task |
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+ |---|---|---|
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+ | `RFfingerprinting` | `Packet` (4000×1 complex), `Radio` (label, `"Radio0"`–`"Radio15"`) | RF fingerprinting (16 classes) |
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+ | `CFOEstimation` | `LSTF` (160×1 complex), `CFO` (scalar, Hz) | CFO estimation |
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+ | `ChannelEstimation` | `LLTF` (160×1 complex), `EstChannnel` (52×1 complex) | Channel estimation |
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+
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+ `EstChannnel` really is spelled with three n's. The archive also contains 24,525
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+ `CFOEstimation` files without RF/channel partners; no split references them.
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+
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+ ## Split
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+
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+ `rf_partition_dict_0.5.pkl` is a dict:
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+
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+ | Key | Value |
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+ |---|---|
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+ | `train` / `val` / `test` | lists of `RFfingerprinting_*.mat` filenames: 91,323 / 13,070 / 26,180 |
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+ | `mean_cfo`, `std_cfo`, `max_cfo` | CFO statistics of the training split, used to normalise CFO targets |
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+
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+ Filenames are relative to `DATA_BASE_PATH`. The registry's test metrics for runs
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+ from July 2025 onward were computed on this split, so use it unchanged when
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+ comparing with the registry.
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+
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+ ## Loading
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+
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+ ```bash
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+ git clone https://github.com/nasimsoltani/RepresentationLearning.git
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+ cd RepresentationLearning && cp .env.example .env # set DATA_BASE_PATH and PKL_FILE_PATH
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+ python code/rep_lr/inference.py # evaluate the best released model
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+ ```
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+
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+ Each input is normalised to unit RMS and split into I/Q channels by
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+ `code/rep_lr/py_datasets.py`.
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+
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+ ## Citation
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+
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+ The ORACLE authors ask that any publication using their data cite:
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+
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+ ```bibtex
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+ @inproceedings{sankhe2019oracle,
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+ title={ORACLE: Optimized Radio clAssification through Convolutional neuraL nEtworks},
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+ author={Sankhe, Kunal and Belgiovine, Mauro and Zhou, Fan and Riyaz, Shamnaz and Ioannidis, Stratis and Chowdhury, Kaushik},
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+ booktitle={IEEE INFOCOM 2019 - IEEE Conference on Computer Communications},
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+ pages={370--378},
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+ year={2019}
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+ }
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+ ```
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