DurstewitzLab / HierarchicalDSR
Hierarchical multi-system training framework for dynamical systems reconstruction (from Brenner et al. 2025 ICLR)
☆10Updated 2 months ago
Alternatives and similar repositories for HierarchicalDSR
Users that are interested in HierarchicalDSR are comparing it to the libraries listed below
Sorting:
- ☆57Updated last year
- Official PyTorch implementation of OTiS: An open model for general time series analysis.☆13Updated 2 weeks ago
- Repository for Evaluating Explanation Methods for Multivariate Time Series Classification paper☆10Updated last year
- Implementation of the InterpretTime framework☆45Updated 2 years ago
- A verstaile classifier of phenotypes and psychiatric disorders from fMRI timecourses.☆9Updated 2 years ago
- PyTorch implementation of "Seeing the forest and the tree: Building representations of both individual and collective dynamics with trans…☆14Updated 2 years ago
- ☆66Updated last year
- Resources for the paper titled "Evaluating Latent Space Robustness and Uncertainty of EEG-ML Models under Realistic Distribution Shifts".…☆16Updated last year
- A repository for using the distributed information bottleneck to locate information in data☆15Updated 8 months ago
- ☆20Updated last year
- Poisson Identifiable VAE (pi-VAE)☆51Updated 3 years ago
- [ICLR2024] Stable Neural Stochastic Differential Equations in Analyzing Irregular Time Series Data☆35Updated 3 months ago
- [Neurips 2023] A Hierarchical Contrastive Framework for Medical Time-Series☆68Updated last year
- Official repository for "TimePFN: Effective Multivariate Time Series Forecasting with Synthetic Data" (AAAI 2025).☆13Updated 2 months ago
- A generalised Gaussian process method for learning vector fields over non-Euclidean domains. Particularly useful for EEG data analysis an…☆23Updated 6 months ago
- Official implementation of the paper "Towards Multi-resolution Spatiotemporal Graph Learning for Medical Time Series Classification".☆16Updated 3 months ago
- Segment, Shuffle, and Stitch: A Simple Mechanism for Improving Time-Series Representations☆27Updated 6 months ago
- ☆62Updated 8 months ago
- This repository contains research code for the paper "Generating realistic neurophysiological time series with denoising diffusion probab…☆74Updated last week
- ☆10Updated 3 years ago
- Official code for the ICLR 2021 paper Neural ODE Processes☆72Updated 3 years ago
- PyTorch implementation for the paper "The Case for Cleaner Biosignals: High-fidelity Neural Compressor Enables Transfer from Cleaner iEEG…☆10Updated this week
- ☆19Updated last week
- PyTorch implementation of Swap-VAE: A self-supervised approach for generating neural activity☆13Updated 3 years ago
- ☆25Updated 10 months ago
- Pythonic implementation of the Phase Transfer Entropy method using NumPy and SciPy☆24Updated 6 months ago
- Pytorch implementation of RED-SDS (NeurIPS 2021).☆18Updated 3 years ago
- Transfer Entropy between two time series - Implementation in Python☆43Updated 2 months ago
- Official implementation of the paper "Amplifier: Bringing Attention to Neglected Low-Energy Components in Time Series Forecasting".☆12Updated 3 months ago
- PyTorch implementation of the NCDSSM models presented in the ICML '23 paper "Neural Continuous-Discrete State Space Models for Irregularl…☆25Updated last year