Publications

Dan Ley, Saumitra Mishra, Daniele Magazzeni (2023). GLOBE-CE: A Translation-Based Approach for Global Counterfactual Explanations. In ICML.

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Dan Ley, Saumitra Mishra, Daniele Magazzeni (2022). Global Counterfactual Explanations: Investigations, Implementations and Improvements. In ICLR Workshop on Privacy, Accountability, Interpretability, Robustness, Reasoning on Structured Data.

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Dan Ley, Umang Bhatt, Adrian Weller (2022). Diverse, Global and Amortised Counterfactual Explanations for Uncertainty Estimates. In AAAI.

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Dan Ley, Umang Bhatt, Adrian Weller (2021). Diverse and Amortised Counterfactual Explanations for Uncertainty Estimates. In ICML Workshop on Algorithmic Recourse.

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Dan Ley, Umang Bhatt, Adrian Weller (2021). δ-CLUE: Diverse Sets of Explanations for Uncertainty Estimates. In ICLR Workshop on Security and Safety in Machine Learning Systems.

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