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cs.LG2026
On the Hardness of Computing Counterfactual and Semifactual Explanations in XAI
André Artelt, Martin Olsen, Kevin Tierney
Providing clear explanations to the choices of machine learning models is essential for these models to be deployed in crucial applications. Counterfactual and semi-factual explana…
cs.LG2024★ 1 cited
PolyNet: Learning Diverse Solution Strategies for Neural Combinatorial Optimization
André Hottung, Mridul Mahajan, Kevin Tierney
Reinforcement learning-based methods for constructing solutions to combinatorial optimization problems are rapidly approaching the performance of human-designed algorithms. To furt…