non-stationary

Code release for "Non-stationary Transformers: Exploring the Stationarity in Time Series Forecasting" (NeurIPS 2022), https://arxiv.org/abs/2205.14415

Code release for "Koopa: Learning Non-stationary Time Series Dynamics with Koopman Predictors" (NeurIPS 2023), https://arxiv.org/abs/2305.18803

Comparative Genomics Toolkit 3

Gym environment for cooperative multi-agent reinforcement learning in heterogeneous robot teams

[KDD 2025] NILMFormer: A Sequence-To-Sequence Non-Stationarity Aware Transformer for Non-Intrusive Load Monitoring

Non-stationary spectral mixture kernels implemented in GPflow

Multi-Objective Multi-Armed Bandit

Tools for analyzing and generating non-Gaussian, non-stationary signals in engineering applications.

Python-based backtesting engine utilizing regime detection and tiered position sizing to optimize Sharpe Ratio in non-stationary stochastic processes.

Official Implementation of CANet: ChronoAdaptive Network (Neural Networks 2026)

Biologically-inspired Dual-Q reinforcement learning with asymmetric memory decay. MSc AI dissertation, University of Sussex 2025. Forgetting rewards faster than punishments improves adaptation in dynamic environments.