Training Complex Models with Multi-Task Weak Supervision

5 October 2018

Alexander Ratner

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

21 / 21 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 167 5 0 17 Feb 2025
An Adaptive Method for Weak Supervision with Drifting Data Alessio Mazzetto Reza Esfandiarpoor E. Upfal Stephen H. Bach Stephen H. Bach 89 1 0 02 Jun 2023
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 101 29 0 21 Oct 2019
Learning From Noisy Singly-labeled Data A. Khetan Zachary Chase Lipton Anima Anandkumar NoLa 47 161 0 13 Dec 2017
Snorkel: Rapid Training Data Creation with Weak Supervision Alexander Ratner Stephen H. Bach Henry R. Ehrenberg Jason Alan Fries Sen Wu Christopher Ré 62 1,021 0 28 Nov 2017
Inferring Generative Model Structure with Static Analysis P. Varma Bryan D. He Payal Bajaj Imon Banerjee Nishith Khandwala D. Rubin Christopher Ré 32 58 0 07 Sep 2017
An Overview of Multi-Task Learning in Deep Neural Networks Sebastian Ruder CVBM 95 2,817 0 15 Jun 2017
Estimating Accuracy from Unlabeled Data: A Probabilistic Logic Approach Emmanouil Antonios Platanios Hoifung Poon Tom Michael Mitchell Eric Horvitz 52 59 0 19 May 2017
Who Said What: Modeling Individual Labelers Improves Classification M. Guan Varun Gulshan Andrew M. Dai Geoffrey E. Hinton NoLa 33 226 0 26 Mar 2017
Learning the Structure of Generative Models without Labeled Data Stephen H. Bach Bryan D. He Alexander Ratner Christopher Ré 47 166 0 02 Mar 2017
Data Programming: Creating Large Training Sets, Quickly Alexander Ratner Christopher De Sa Sen Wu Daniel Selsam Christopher Ré 122 713 0 25 May 2016
An Introduction to Matrix Concentration Inequalities J. Tropp 80 1,139 0 07 Jan 2015
Robust Matrix Completion Olga Klopp Karim Lounici Alexandre B. Tsybakov 52 124 0 28 Dec 2014
Context-Dependent Fine-Grained Entity Type Tagging D. Gillick N. Lazić Kuzman Ganchev Jesse Kirchner David Huynh 38 141 0 03 Dec 2014
Spectral Methods meet EM: A Provably Optimal Algorithm for Crowdsourcing Yuchen Zhang Xi Chen Dengyong Zhou Michael I. Jordan FedML 58 386 0 15 Jun 2014
Uniqueness of Tensor Decompositions with Applications to Polynomial Identifiability Aditya Bhaskara Moses Charikar Aravindan Vijayaraghavan 49 65 0 30 Apr 2013
Structure estimation for discrete graphical models: Generalized covariance matrices and their inverses Po-Ling Loh Martin J. Wainwright 64 180 0 03 Dec 2012
Tensor decompositions for learning latent variable models Anima Anandkumar Rong Ge Daniel J. Hsu Sham Kakade Matus Telgarsky 273 1,142 0 29 Oct 2012
A Combinatorial Algebraic Approach for the Identifiability of Low-Rank Matrix Completion Franz J. Király Ryota Tomioka 44 42 0 27 Jun 2012
Lipschitz Parametrization of Probabilistic Graphical Models Jean Honorio 50 22 0 14 Feb 2012
Latent variable graphical model selection via convex optimization V. Chandrasekaran P. Parrilo A. Willsky CML 174 509 0 06 Aug 2010