1 citations · 1 across the 2 of their papers we have counts for
3 papers
cs.MA2026
Prospective Interpretation Risk: Principled Communication Control Between LLMs
Wanrong Yang, Rehan Deen, Julian Ma +7
Large language model (LLM) agentic systems increasingly rely on models communicating with one another, yet existing uncertainty and multi-agent methods rarely estimate how a partic…
cs.LG2025
Learning Multi-Timescale Interventions under Safety and Resource Constraints
David Mguni, Wanrong Yang, Jing Dong +5
Many sequential decision problems offer qualitatively different ways of influencing the environment: some interventions act immediately, whereas others induce persistent effects th…
cs.LG2025★ 1 cited
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…