Title
ScriptoriumWS: A Code Generation Assistant for Weak Supervision Tzu-Heng Huang Catherine Cao Spencer Schoenberg Harit Vishwakarma Nicholas Roberts Frederic Sala NoLa 142 5 0 17 Feb 2025
WeShap: Weak Supervision Source Evaluation with Shapley Values Naiqing Guan Nick Koudas 60 0 0 16 Jun 2024
An Adaptive Method for Weak Supervision with Drifting Data Alessio Mazzetto Reza Esfandiarpoor E. Upfal Stephen H. Bach Stephen H. Bach 70 1 0 02 Jun 2023
Going beyond research datasets: Novel intent discovery in the industry setting Aleksandra Chrabrowa Tsimur Hadeliya D. Kajtoch Robert Mroczkowski Piotr Rybak 21 2 0 09 May 2023
Weakly Supervised Label Learning Flows You Lu Chidubem Arachie Bert Huang 26 0 0 19 Feb 2023
Label-Efficient Interactive Time-Series Anomaly Detection Hongmei Guo Yujing Wang Jieyu Zhang Zhe-Min Lin Yu Tong Lei Yang Luoxing Xiong Congrui Huang AI4TS 27 1 0 30 Dec 2022
Losses over Labels: Weakly Supervised Learning via Direct Loss Construction Dylan Sam J. Zico Kolter NoLa OffRL 37 13 0 13 Dec 2022
Regularized Data Programming with Automated Bayesian Prior Selection Jacqueline R. M. A. Maasch Hao Zhang Qian Yang Fei Wang Volodymyr Kuleshov 44 0 0 17 Oct 2022
AutoWS-Bench-101: Benchmarking Automated Weak Supervision with 100 Labels Nicholas Roberts Xintong Li Tzu-Heng Huang Dyah Adila Spencer Schoenberg Chengao Liu Lauren Pick Haotian Ma Aws Albarghouthi Frederic Sala UQCV 38 7 0 30 Aug 2022
Weak Supervision in Analysis of News: Application to Economic Policy Uncertainty Paul Trust A. Zahran R. Minghim 16 0 0 10 Aug 2022
Learning Hyper Label Model for Programmatic Weak Supervision Renzhi Wu Sheng Chen Jieyu Zhang Xu Chu 26 16 0 27 Jul 2022
Language Models in the Loop: Incorporating Prompting into Weak Supervision Ryan Smith Jason Alan Fries Braden Hancock Stephen H. Bach 53 53 0 04 May 2022
A Survey on Programmatic Weak Supervision Jieyu Zhang Cheng-Yu Hsieh Yue Yu Chao Zhang Alexander Ratner 30 91 0 11 Feb 2022
Data Consistency for Weakly Supervised Learning Chidubem Arachie Bert Huang NoLa 24 2 0 08 Feb 2022
Universalizing Weak Supervision Changho Shin Winfred Li Harit Vishwakarma Nicholas Roberts Frederic Sala NoLa 19 30 0 07 Dec 2021
Creating Training Sets via Weak Indirect Supervision Jieyu Zhang Bohan Wang Xiangchen Song Yujing Wang Yaming Yang Jing Bai Alexander Ratner OffRL 51 17 0 07 Oct 2021
Learning to Robustly Aggregate Labeling Functions for Semi-supervised Data Programming Ayush Maheshwari Krishnateja Killamsetty Ganesh Ramakrishnan Rishabh K. Iyer Marina Danilevsky Lucian Popa 38 16 0 23 Sep 2021
Toward a `Standard Model' of Machine Learning Zhiting Hu Eric P. Xing 37 12 0 17 Aug 2021
CHEF: A Cheap and Fast Pipeline for Iteratively Cleaning Label Uncertainties (Technical Report) Yinjun Wu James Weimer S. Davidson 23 4 0 19 Jul 2021
End-to-End Weak Supervision Salva Rühling Cachay Benedikt Boecking A. Dubrawski NoLa 33 40 0 05 Jul 2021
Active WeaSuL: Improving Weak Supervision with Active Learning Samantha Biegel Rafah El-Khatib Luiz Otavio Vilas Boas Oliveira M. Baak N. Aben 18 20 0 30 Apr 2021
Self-Training with Weak Supervision Giannis Karamanolakis Subhabrata Mukherjee Guoqing Zheng Ahmed Hassan Awadallah NoLa 21 86 0 12 Apr 2021
Interactive Weak Supervision: Learning Useful Heuristics for Data Labeling Benedikt Boecking W. Neiswanger Eric P. Xing A. Dubrawski NoLa OffRL 23 68 0 11 Dec 2020
Constrained Labeling for Weakly Supervised Learning Chidubem Arachie Bert Huang 31 17 0 15 Sep 2020
Fast and Three-rious: Speeding Up Weak Supervision with Triplet Methods Daniel Y. Fu Mayee F. Chen Frederic Sala Sarah Hooper Kayvon Fatahalian Christopher Ré OffRL 28 111 0 27 Feb 2020
Multi-Resolution Weak Supervision for Sequential Data Frederic Sala P. Varma Jason Alan Fries Daniel Y. Fu Shiori Sagawa ... A. Ramamoorthy K. Xiao Kayvon Fatahalian J. Priest Christopher Ré NoLa 14 28 0 21 Oct 2019
Slice-based Learning: A Programming Model for Residual Learning in Critical Data Slices V. Chen Sen Wu Zhenzhen Weng Alexander Ratner Christopher Ré 15 56 0 13 Sep 2019
Overton: A Data System for Monitoring and Improving Machine-Learned Products Christopher Ré Feng Niu Pallavi Gudipati Charles Srisuwananukorn AI4TS 10 46 0 07 Sep 2019
Almawave-SLU: A new dataset for SLU in Italian Valentina Bellomaria Giuseppe Castellucci Andrea Favalli Raniero Romagnoli 17 29 0 17 Jul 2019