#unsupervised learning

Energy-Based Transformers enable machines to perform advanced, unsupervised System 2 Thinking, improving reasoning and generalization across tasks and modalities without domain-specific supervision.

ViSMaP introduces an unsupervised approach to summarize hour-long videos effectively using meta-prompting and short-form video datasets, matching supervised model performance without the need for extensive annotations.