2 papers
cs.LG2025
Learning Multi-Timescale Interventions under Safety and Resource Constraints
David H. Mguni, David Mguni, Jing Dong +6
Many sequential decision problems offer qualitatively different ways of influencing the environment: some interventions act immediately, whereas others induce persistent effects th…
cs.LG2025
High-Order Deep Meta-Learning with Category-Theoretic Interpretation
David H. Mguni
We introduce a new hierarchical deep learning framework for recursive higher-order meta-learning that enables neural networks (NNs) to construct, solve, and generalise across hiera…