Researchers associated with the UC Irvine Center for Machine Learning and Intelligent Systems published more than ten workshop and conference papers at the 2022 Conference on Neural Information Processing Systems. Highlights include an oral presentation by PhD students Alex Boyd and Sam Showalter, with Profs. Smyth and Mandt, on Predictive Querying for Autoregressive Neural Sequence Models; a tutorial by Yibo Yang and Stephan Mandt on Data Compression with Machine Learning; a talk by Prof. Pierre Baldi in the All Things Attention workshop; and papers in workshops on Deep Reinforcement Learning, Trustworthy and Socially Responsible Machine Learning, and Time Series for Health.