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Training Complex Models with Multi-Task Weak Supervision

5 October 2018

Alexander Ratner

Papers citing "Training Complex Models with Multi-Task Weak Supervision"

20 / 120 papers shown

Title
Ontology-driven weak supervision for clinical entity classification in electronic health records Jason Alan Fries E. Steinberg S. Khattar Scott L. Fleming J. Posada A. Callahan N. Shah 86 73 0 05 Aug 2020
Train and You'll Miss It: Interactive Model Iteration with Weak Supervision and Pre-Trained Embeddings Mayee F. Chen Daniel Y. Fu Frederic Sala Sen Wu Ravi Teja Mullapudi Fait Poms Kayvon Fatahalian Christopher Ré 61 10 0 26 Jun 2020
Learning with Weak Supervision for Email Intent Detection Kai Shu Subhabrata Mukherjee Guoqing Zheng Ahmed Hassan Awadallah Milad Shokouhi S. Dumais 72 34 0 26 May 2020
Ivy: Instrumental Variable Synthesis for Causal Inference Zhaobin Kuang Frederic Sala N. Sohoni Sen Wu A. Córdova-Palomera Jared A. Dunnmon J. Priest Christopher Ré CML 57 27 0 11 Apr 2020
Deep Learning Based Text Classification: A Comprehensive Review Shervin Minaee Nal Kalchbrenner Min Zhang Narjes Nikzad M. Asgari-Chenaghlu Jianfeng Gao AILaw VLM AI4TS 116 1,114 0 06 Apr 2020
Leveraging Multi-Source Weak Social Supervision for Early Detection of Fake News Kai Shu Guoqing Zheng Yichuan Li Subhabrata Mukherjee Ahmed Hassan Awadallah Scott W. Ruston Huan Liu 142 55 0 03 Apr 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 105 117 0 27 Feb 2020
Strength from Weakness: Fast Learning Using Weak Supervision Joshua Robinson Stefanie Jegelka S. Sra 65 32 0 19 Feb 2020
Pairwise Feedback for Data Programming Benedikt Boecking A. Dubrawski SyDa 48 6 0 16 Dec 2019
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 161 30 0 21 Oct 2019
Rekall: Specifying Video Events using Compositions of Spatiotemporal Labels Daniel Y. Fu Will Crichton James Hong Xinwei Yao Haotian Zhang A. Truong A. Narayan Maneesh Agrawala Christopher Ré Kayvon Fatahalian 64 49 0 07 Oct 2019
Ludwig: a type-based declarative deep learning toolbox Piero Molino Yaroslav Dudin Sai Sumanth Miryala VLM 73 64 0 17 Sep 2019
Claim Extraction in Biomedical Publications using Deep Discourse Model and Transfer Learning Titipat Achakulvisut Chandra Bhagavatula Daniel Ernesto Acuna Konrad Paul Kording 26 38 0 01 Jul 2019
Learning to Denoise Distantly-Labeled Data for Entity Typing Yasumasa Onoe Greg Durrett 80 58 0 04 May 2019
Medical device surveillance with electronic health records A. Callahan Jason Alan Fries Christopher Ré J. Huddleston N. Giori Scott L. Delp N. Shah 71 54 0 03 Apr 2019
Cross-Modal Data Programming Enables Rapid Medical Machine Learning Jared A. Dunnmon Alexander Ratner Nishith Khandwala Khaled Kamal Saab Matthew Markert ... R. Goldman Christopher Lee-Messer M. Lungren D. Rubin Christopher Ré MedIm 84 73 0 26 Mar 2019
Learning Dependency Structures for Weak Supervision Models P. Varma Frederic Sala A. He Alexander Ratner Christopher Ré NoLa 108 67 0 14 Mar 2019
Zero-Shot Task Transfer Arghya Pal V. Balasubramanian 98 52 0 04 Mar 2019
Snorkel DryBell: A Case Study in Deploying Weak Supervision at Industrial Scale Stephen H. Bach Daniel Rodríguez Yintao Liu Chong Luo Haidong Shao ... Braden Hancock H. Alborzi Rahul Kuchhal Christopher Ré Rob Malkin 91 146 0 02 Dec 2018
Snorkel: Rapid Training Data Creation with Weak Supervision Alexander Ratner Stephen H. Bach Henry R. Ehrenberg Jason Alan Fries Sen Wu Christopher Ré 121 1,033 0 28 Nov 2017