README.md

metadata

language:
  - en
tags:
  - time-series
  - self-supervised-learning
  - representation-learning
  - time-series-classification
  - time-series-regression
task_categories:
  - feature-extraction
pretty_name: Learning Without Augmenting (Preprocessed Time-Series)

Learning Without Augmenting — Preprocessed Time-Series Data

Preprocessed data used in our NeurIPS 2025 paper Learning Without Augmenting.
It includes nine datasets across five time-series tasks in ready-to-use format.

[Hugging Face Papers]

Code

[Project Page]

Datasets Included

File	Format	Description
Dalia_data.pkl	PKL	Large-scale benchmark for heartrate estimation using wearables
ECG_data.pkl	PKL	ECG (combined) for cardiovascular disease classification
HHAR.zip	ZIP	Human activity dataset with IMUs
IEEE_Big.mat	MAT	Heartrate estimation in a controlled environment
IEEE_Small.mat	MAT	A smaller version of the IEEE dataset
clemson.mat	MAT	IMU data collected from wearable devices for step counting
sleep_combined.pt	PKL	Sleep stage classification data

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