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Stepwise Alignment for Constrained Language Model Policy Optimization
This paper formulates human value alignment as an optimization problem of the language model policy to maximize reward under a safety constraint, and then proposes an algorithm, Stepwise Alignment for Constrained Policy Optimization (SACPO).
Unsupervised Causal Binary Concepts Discovery with VAE for Black-box Model Explanation
The challenge is that we have to discover in an unsupervised manner a set of concepts, i. e., A, B and C, that is useful for the explaining the classifier.
Seasonal-adjustment Based Feature Selection Method for Large-scale Search Engine Logs
We also carefully design a feature selection method to select proper search terms to predict each component.
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