Interactive Weak Supervision: Learning Useful Heuristics for Data Labeling

11 December 2020

Papers citing "Interactive Weak Supervision: Learning Useful Heuristics for Data Labeling"

47 / 47 papers shown

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
An Approach for Auto Generation of Labeling Functions for Software Engineering Chatbots Ebube Alor Ahmad Abdellatif SayedHassan Khatoonabadi Emad Shihab 40 0 0 09 Oct 2024
Interactive Machine Teaching by Labeling Rules and Instances Giannis Karamanolakis Daniel J. Hsu Luis Gravano 38 0 0 08 Sep 2024
End User Authoring of Personalized Content Classifiers: Comparing Example Labeling, Rule Writing, and LLM Prompting Leijie Wang Kathryn Yurechko Pranati Dani Quan Ze Chen Amy X. Zhang 50 3 0 05 Sep 2024
The ALCHEmist: Automated Labeling 500x CHEaper Than LLM Data Annotators Tzu-Heng Huang Catherine Cao Vaishnavi Bhargava Frederic Sala 33 3 0 25 Jun 2024
WeShap: Weak Supervision Source Evaluation with Shapley Values Naiqing Guan Nick Koudas 60 0 0 16 Jun 2024
Interactive Ontology Matching with Cost-Efficient Learning Bin Cheng Jonathan Fürst Tobias Jacobs Celia Garrido-Hidalgo 35 2 0 11 Apr 2024
FAIR: Filtering of Automatically Induced Rules Divya J. Bajpai Ayush Maheshwari M. Hanawal Ganesh Ramakrishnan 28 1 0 23 Feb 2024
ActiveDP: Bridging Active Learning and Data Programming Naiqing Guan Nick Koudas VLM 33 1 0 08 Feb 2024
Fusing Conditional Submodular GAN and Programmatic Weak Supervision Kumar Shubham Pranav Sastry AP Prathosh 27 1 0 16 Dec 2023
Adversarial Learning for Feature Shift Detection and Correction Míriam Barrabés D. M. Montserrat Margarita Geleta Xavier Giró-i-Nieto A. Ioannidis OOD 36 2 0 07 Dec 2023
Can Large Language Models Design Accurate Label Functions? Naiqing Guan Kaiwen Chen Nick Koudas ALM 25 7 0 01 Nov 2023
Weak Supervision for Label Efficient Visual Bug Detection F. Rahman 19 2 0 20 Sep 2023
Explore, Establish, Exploit: Red Teaming Language Models from Scratch Stephen Casper Jason Lin Joe Kwon Gatlen Culp Dylan Hadfield-Menell AAML 8 83 0 15 Jun 2023
Making Binary Classification from Multiple Unlabeled Datasets Almost Free of Supervision Yuhao Wu Xiaobo Xia Jun Yu Bo Han Gang Niu Masashi Sugiyama Tongliang Liu 14 3 0 12 Jun 2023
Language Models Enable Simple Systems for Generating Structured Views of Heterogeneous Data Lakes Simran Arora Brandon Yang Sabri Eyuboglu A. Narayan Andrew Hojel Immanuel Trummer Christopher Ré SyDa 47 69 0 19 Apr 2023
Data-centric Artificial Intelligence: A Survey Daochen Zha Zaid Pervaiz Bhat Kwei-Herng Lai Fan Yang Zhimeng Jiang Shaochen Zhong Xia Hu 27 192 0 17 Mar 2023
Optimising Human-Machine Collaboration for Efficient High-Precision Information Extraction from Text Documents Bradley Butcher Miri Zilka Darren Cook Jiri Hron Adrian Weller 38 3 0 18 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
Regularized Data Programming with Automated Bayesian Prior Selection Jacqueline R. M. A. Maasch Hao Zhang Qian Yang Fei Wang Volodymyr Kuleshov 41 0 0 17 Oct 2022
Generalizing Bayesian Optimization with Decision-theoretic Entropies W. Neiswanger Lantao Yu Shengjia Zhao Chenlin Meng Stefano Ermon UQCV 45 11 0 04 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
Toward Transparent AI: A Survey on Interpreting the Inner Structures of Deep Neural Networks Tilman Raukur A. Ho Stephen Casper Dylan Hadfield-Menell AAML AI4CE 23 124 0 27 Jul 2022
Adaptive Multi-view Rule Discovery for Weakly-Supervised Compatible Products Prediction Rongzhi Zhang Rebecca West Xiquan Cui Chao Zhang 24 6 0 28 Jun 2022
Sparse Conditional Hidden Markov Model for Weakly Supervised Named Entity Recognition Yinghao Li Le Song Chao Zhang 11 9 0 27 May 2022
Understanding Programmatic Weak Supervision via Source-aware Influence Function Jieyu Zhang Hong Wang Cheng-Yu Hsieh Alexander Ratner TDI 40 9 0 25 May 2022
Automatic Rule Induction for Interpretable Semi-Supervised Learning Reid Pryzant Ziyi Yang Yichong Xu Chenguang Zhu Michael Zeng 38 9 0 18 May 2022
Adversarial Training for High-Stakes Reliability Daniel M. Ziegler Seraphina Nix Lawrence Chan Tim Bauman Peter Schmidt-Nielsen ... Noa Nabeshima Benjamin Weinstein-Raun D. Haas Buck Shlegeris Nate Thomas AAML 35 59 0 03 May 2022
ULF: Unsupervised Labeling Function Correction using Cross-Validation for Weak Supervision Anastasiia Sedova Benjamin Roth 23 0 0 14 Apr 2022
Label Augmentation with Reinforced Labeling for Weak Supervision Gürkan Solmaz Flavio Cirillo Fabio Maresca A. G. A. Kumar OffRL 19 2 0 13 Apr 2022
Generative Modeling Helps Weak Supervision (and Vice Versa) Benedikt Boecking Nicholas Roberts W. Neiswanger Stefano Ermon Frederic Sala Artur Dubrawski 23 1 0 22 Mar 2022
PRBoost: Prompt-Based Rule Discovery and Boosting for Interactive Weakly-Supervised Learning Rongzhi Zhang Yue Yu Pranav Shetty Le Song Chao Zhang 27 23 0 18 Mar 2022
Nemo: Guiding and Contextualizing Weak Supervision for Interactive Data Programming Cheng-Yu Hsieh Jieyu Zhang Alexander Ratner 30 15 0 02 Mar 2022
A Survey on Programmatic Weak Supervision Jieyu Zhang Cheng-Yu Hsieh Yue Yu Chao Zhang Alexander Ratner 24 91 0 11 Feb 2022
Weak Supervision for Affordable Modeling of Electrocardiogram Data Mononito Goswami Benedikt Boecking A. Dubrawski 19 16 0 09 Jan 2022
AcTune: Uncertainty-aware Active Self-Training for Semi-Supervised Active Learning with Pretrained Language Models Yue Yu Lingkai Kong Jieyu Zhang Rongzhi Zhang Chao Zhang 19 3 0 16 Dec 2021
Automatic Synthesis of Diverse Weak Supervision Sources for Behavior Analysis Albert Tseng Jennifer J. Sun Yisong Yue 37 9 0 30 Nov 2021
DP-SSL: Towards Robust Semi-supervised Learning with A Few Labeled Samples Yi Xu Jiandong Ding Lu Zhang Shuigeng Zhou 39 32 0 26 Oct 2021
WRENCH: A Comprehensive Benchmark for Weak Supervision Jieyu Zhang Yue Yu Yinghao Li Yujing Wang Yaming Yang Mao Yang Alexander Ratner 22 110 0 23 Sep 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
Proceedings of the First Workshop on Weakly Supervised Learning (WeaSuL) Michael A. Hedderich Benjamin Roth Katharina Kann Barbara Plank Alex Ratner Dietrich Klakow 16 0 0 08 Jul 2021
Knowledge Modelling and Active Learning in Manufacturing Jože M. Rožanec I. Novalija Patrik Zajec K. Kenda Dunja Mladenić AI4CE 17 3 0 05 Jul 2021
End-to-End Weak Supervision Salva Rühling Cachay Benedikt Boecking A. Dubrawski NoLa 33 40 0 05 Jul 2021
TagRuler: Interactive Tool for Span-Level Data Programming by Demonstration Dongjin Choi Sara Evensen Çağatay Demiralp Estevam R. Hruschka 18 6 0 24 Jun 2021
Dependency Structure Misspecification in Multi-Source Weak Supervision Models Salva Rühling Cachay Benedikt Boecking A. Dubrawski 18 8 0 18 Jun 2021
Active WeaSuL: Improving Weak Supervision with Active Learning Samantha Biegel Rafah El-Khatib Luiz Otavio Vilas Boas Oliveira M. Baak N. Aben 15 20 0 30 Apr 2021
Bayesian Algorithm Execution: Estimating Computable Properties of Black-box Functions Using Mutual Information W. Neiswanger Ke Alexander Wang Stefano Ermon MLAU 29 30 0 19 Apr 2021