DurstewitzLab / HierarchicalDSRLinks
Hierarchical multi-system training framework for dynamical systems reconstruction (from Brenner et al. 2025 ICLR)
☆15Updated 8 months ago
Alternatives and similar repositories for HierarchicalDSR
Users that are interested in HierarchicalDSR are comparing it to the libraries listed below
Sorting:
- Official PyTorch implementation of OTiS: An open model for general time series analysis.☆17Updated 2 weeks ago
- Pytorch Implmentation of Amortized Control of Continuous State Space Feynman-Kac Model for Irregular Time Series (ACSSM), ICLR 2025 Oral☆19Updated 8 months ago
- Repository for the paper "Interpreting Temporal Graph Neural Networks with Koopman Theory"☆11Updated 9 months ago
- ☆60Updated 2 years ago
- A repository for using the distributed information bottleneck to locate information in data☆17Updated last year
- [ICLR 2024] Stable Neural Stochastic Differential Equations in Analyzing Irregular Time Series Data☆58Updated 3 months ago
- ☆18Updated 3 years ago
- Official code for the ICLR 2021 paper Neural ODE Processes☆75Updated 3 years ago
- Transfer Entropy between two time series - Implementation in Python☆47Updated 8 months ago
- Implementation of the InterpretTime framework☆51Updated 2 years ago
- Implementation of the Latent CCM paper☆16Updated last year
- ☆68Updated 2 years ago
- Deeplearning project at The Technological University of Denmark (DTU) about Neural ODEs for finding dynamics in ordinary differential equ…☆17Updated 3 years ago
- This is the reference implementation of our NeurIPS 2023 paper "Add and Thin: Diffusion for Temporal Point Processes"☆19Updated last year
- Benchmarks for Out-of-Distribution Generalization in Time Series Tasks☆70Updated 3 years ago
- Code repository of the paper Learning Long-Term Dependencies in Irregularly-Sampled Time Series☆119Updated 2 years ago
- Official repository for the paper "Scalable Spatiotemporal Graph Neural Networks" (AAAI 2023)☆50Updated 2 years ago
- Graph Echo State Networks for Pytorch☆24Updated 2 years ago
- Code for: "Neural Controlled Differential Equations for Online Prediction Tasks"☆39Updated 3 years ago
- Official repository for "TimePFN: Effective Multivariate Time Series Forecasting with Synthetic Data" (AAAI 2025).☆22Updated 3 months ago
- Official reference implementation of dynamics contrastive learning (DCL).☆25Updated 4 months ago
- Implementation of "TS-JEPA"☆15Updated last year
- [NeurIPS 2023] Riemannian Residual Neural Networks (https://arxiv.org/abs/2006.10254)☆22Updated last year
- ☆20Updated 2 years ago
- 📚 A collection of awesome Causality in ST data papers.☆36Updated 2 months ago
- PyTorch implementation of "Seeing the forest and the tree: Building representations of both individual and collective dynamics with trans…☆14Updated 2 years ago
- Neural State-Space Models and Latent Dynamics Functions in PyTorch for High-Dimensional Forecasting☆53Updated 11 months ago
- [KDD 2024] CAFO: Feature-Centric Explanation on Time Series Classification☆14Updated last year
- [ICML 2025] Official implementation of "AdaPTS: Adapting Univariate Foundation Models to Probabilistic Multivariate Time Series Forecasti…☆39Updated 5 months ago
- TSDE is a novel SSL framework for TSRL, the first of its kind, effectively harnessing a diffusion process, conditioned on an innovative d…☆55Updated last year