Learning a generative classifier from label proportions. - Kai Fan; Hongyi Zhang; Songbai Yan; Liwei Wang 001; Wensheng Zhang; Jufu Feng (Neurocomputing, 2014)

Active learning from noisy and abstention feedback. - Songbai Yan; Kamalika Chaudhuri; Tara Javidi (Allerton, 2015)

Active Learning from Imperfect Labelers. - Songbai Yan; Kamalika Chaudhuri; Tara Javidi (NIPS, 2016)

Revisiting Perceptron: Efficient and Label-Optimal Learning of Halfspaces. - Songbai Yan; Chicheng Zhang (NIPS, 2017)

Revisiting Perceptron: Efficient and Label-Optimal Active Learning of Halfspaces. - Songbai Yan; Chicheng Zhang (CoRR, 2017)

Active Learning with Logged Data. - Songbai Yan; Kamalika Chaudhuri; Tara Javidi (ICML, 2018)

Model Extraction and Active Learning. - Varun Chandrasekaran; Kamalika Chaudhuri; Irene Giacomelli; Somesh Jha; Songbai Yan (CoRR, 2018)

The Label Complexity of Active Learning from Observational Data. - Songbai Yan; Kamalika Chaudhuri; Tara Javidi (NeurIPS, 2019)

Algorithms for Query-Efficient Active Learning. - Songbai Yan (2019)

Exploring Connections Between Active Learning and Model Extraction. - Varun Chandrasekaran; Kamalika Chaudhuri; Irene Giacomelli; Somesh Jha; Songbai Yan (USENIX Security Symposium, 2020)

ALF: Advertiser Large Foundation Model for Multi-Modal Advertiser Understanding. - Santosh Rajagopalan; Jonathan Vronsky; Songbai Yan; S. Alireza Golestaneh; Shubhra Chandra; Min Zhou (CoRR, 2025)