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cs.LG2026
ReNCE: Learning to Reason by Noise Contrastive Estimation
Wenzheng Zhang, Karl Stratos
GRPO is a standard approach to endowing pretrained LLMs with reasoning capabilities. It estimates the advantage of an outcome from a group of outcomes, and promotes those with…
cs.LG2020
Learning Discrete Structured Representations by Adversarially Maximizing Mutual Information
Karl Stratos, Sam Wiseman
We propose learning discrete structured representations from unlabeled data by maximizing the mutual information between a structured latent variable and a target variable. Calcula…