Search Results for author: David Ireland

Found 2 papers, 1 papers with code

REValueD: Regularised Ensemble Value-Decomposition for Factorisable Markov Decision Processes

no code implementations16 Jan 2024 David Ireland, Giovanni Montana

We further dissect the factors influencing REValueD's performance, evaluating the significance of the regularisation loss and the scalability of REValueD with increasing sub-actions per dimension.

Multi-agent Reinforcement Learning Q-Learning +1

LeNSE: Learning To Navigate Subgraph Embeddings for Large-Scale Combinatorial Optimisation

1 code implementation20 May 2022 David Ireland, Giovanni Montana

To solve CO problems, LeNSE is provided with a discriminative embedding trained using any existing heuristics using only on a small portion of the original graph.

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