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09/14/2023
Interpretability is in the Mind of the Beholder: A Causal Framework for Human-interpretable Representation Learning
Focus in Explainable AI is shifting from explanations defined in terms o...
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05/31/2023
Not All Neuro-Symbolic Concepts Are Created Equal: Analysis and Mitigation of Reasoning Shortcuts
Neuro-Symbolic (NeSy) predictive models hold the promise of improved com...
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03/22/2023
Neuro-Symbolic Reasoning Shortcuts: Mitigation Strategies and their Limitations
Neuro-symbolic predictors learn a mapping from sub-symbolic inputs to hi...
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02/02/2023
Neuro Symbolic Continual Learning: Knowledge, Reasoning Shortcuts and Concept Rehearsal
We introduce Neuro-Symbolic Continual Learning, where a model has to sol...
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05/31/2022