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Found 4 papers, 3 papers with code
Geographical Erasure in Language Generation
Large language models (LLMs) encode vast amounts of world knowledge.
The Long Arc of Fairness: Formalisations and Ethical Discourse
A dynamic fairness model incorporates (1) ethical goals, (2) formal metrics to quantify decision procedures and outcomes and (3) mid-term or long-term downstream effects.
Last Layer Marginal Likelihood for Invariance Learning
Computing the marginal likelihood is hard for neural networks, but success with tractable approaches that compute the marginal likelihood for the last layer only raises the question of whether this convenient approach might be employed for learning invariances.
Probabilistic Spatial Transformer Networks
Spatial Transformer Networks (STNs) estimate image transformations that can improve downstream tasks by `zooming in' on relevant regions in an image.
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