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stat.ML2023
Conservative objective models are a special kind of contrastive divergence-based energy model
Christopher Beckham, Christopher Pal
In this work we theoretically show that conservative objective models (COMs) for offline model-based optimisation (MBO) are a special kind of contrastive divergence-based energy mo…
stat.ML2017★ 20 cited
A simple squared-error reformulation for ordinal classification
Christopher Beckham, Christopher Pal
In this paper, we explore ordinal classification (in the context of deep neural networks) through a simple modification of the squared error loss which not only allows it to not on…