Our lab is coordinating the 2022 Multi-Agent Behavior Challenge, an international competition to develop novel methods for representation learning of social behavior in animals. This challenge introduces three exciting new datasets characterizing social behavior in mice, flies, and ant-beetle pairs, contributed by labs at Janelia, Jackson Labs, and Caltech.