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Controlled Text Generation via Language Model Arithmetic

Exact Inference Engine for Probabilistic Programs

A statistical test for contamination detection in language models.

DL2 is a framework that allows training neural networks with logical constraints over numerical values in the network (e.g. inputs, outputs, weights) and to query networks for inputs fulfilling a logical formula.

A certifiable defense against adversarial examples by training neural networks to be provably robust