Generative Modeling Helps Weak Supervision (and Vice Versa)
Published in International Conference on Learning Representations (ICLR), 2023
Authors: Benedikt Boecking, Nicholas Roberts, Willie Neiswanger, Stefano Ermon, Frederic Sala, Artur Dubrawski
Publications
NAS-Bench-360: Benchmarking Neural Architecture Search on Diverse Tasks
Published in Neural Information Processing Systems (NeurIPS), 2022
Authors: Renbo Tu*, Nicholas Roberts*, Mikhail Khodak, Junhong Shen, Frederic Sala, Ameet Talwalkar
Lifting Weak Supervision To Structured Prediction
Published in Neural Information Processing Systems (NeurIPS), 2022
Authors: Harit Vishwakarma, Nicholas Roberts, Frederic Sala
AutoWS-Bench-101: Benchmarking Automated Weak Supervision with 100 Labels
Published in Neural Information Processing Systems (NeurIPS), 2022
Authors: Nicholas Roberts*, Xintong Li*, Tzu-Heng Huang, Dyah Adila, Spencer Schoenberg, Cheng-Yu Liu, Lauren Pick, Haotian Ma, Aws Albarghouthi, Frederic Sala
Universalizing weak supervision
Published in International Conference on Learning Representations (ICLR), 2022
Authors: Changho Shin, Winfred Li, Harit Vishwakarma, Nicholas Roberts, Frederic Sala