Resources —

Research Papers


Alex Ratner

MONTH XX, 2021

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Alex Ratner

MONTH XX, 2021

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Alex Ratner

MONTH XX, 2021

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Alex Ratner

MONTH XX, 2021

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Alex Ratner

MONTH XX, 2021

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Alex Ratner

MONTH XX, 2021

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Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua onsectetur adipiscing elit.

Alex Ratner

MONTH XX, 2021

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Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua onsectetur adipiscing elit.

Alex Ratner

MONTH XX, 2021

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor.

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua onsectetur adipiscing elit.

Alex Ratner

MONTH XX, 2021

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor.

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua onsectetur adipiscing elit.

Alex Ratner

MONTH XX, 2021

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor.

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua onsectetur adipiscing elit.

Alex Ratner

MONTH XX, 2021

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor.

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua onsectetur adipiscing elit.

Alex Ratner

MONTH XX, 2021

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor.

Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua onsectetur adipiscing elit.
2021

NATURE COMMS

Ontology-driven weak supervision for clinical entity classification in electronic health records
2020

VLDB

Leveraging Organizational Resources to Adapt Models to New Data Modalities
2020

ICML

Fast & Three-rious: Speed Up Weak Supervision with Triplet Methods
2020

CELL PATTERNS

Cross-Modal Data Programming Enables Rapid Medical Machine Learning
2019

NATURE COMMS

Weakly supervised classification of aortic valve malformations using unlabeled cardiac MRI sequences
2019

IEEE IVS

Utilizing weak supervision to infer complex objects in autonomous driving data
2019

AAAI

Training Complex Models with Multi-Task Weak Supervision
2019

VLDB

Snuba: Automating Weak Supervision to Label Training Data
2019

SIGMOD

Snorkel DryBell: A Case Study in Deploying Weak Supervision at Industrial Scale
2019

NEURIPS

Slice-based Learning: A Programming Model for Residual Learning in Critical Data Slices
2019

ICCV

Scene Graph Prediction With Limited Labels
2019

DEEM @ SIGMOD

Osprey: Weak Supervision of Imbalanced Extraction Problems without Code
2019

NEURIPS

Multi-Resolution Weak Supervision for Sequential Data
2019

NPJ MEDICINE

Medical Device Surveillance With Electronic Health Records
2019

ICML

Learning Dependency Structures for Weak Supervision Models
2019

KDD

Interactive Programmatic Labeling for Weak Supervision
2019

AAAI

Bootstrapping Conversational Agents with Weak Supervision
2019

NATURE

A Machine-Compiled Database of Genome-Wide Association Studies
2019

BCM MIDM

A clinical text classification paradigm using weak supervision and deep representation
2018

ACL

Training Classifiers with Natural Language Explanations
2018

KDD

Software 2.0 and Snorkel: Going Beyond Hand-Labeled Data
2018

SIGMOD

Snorkel MeTaL: Weak Supervision for Multi-Task Learning
2018

SIGMOD

Fonduer: Knowledge Base Construction from Richly Formatted Data
2017

SIGMOD

Snorkel: Fast Training Set Generation for Information Extraction
2017

NEURIPS

Learning to Compose Domain-Specific Transformations for Data Augmentation
2017

ICML

Learning the Structure of Generative Models without Labeled Data
2017

NEURIPS

Inferring Generative Model Structure with Static Analysis
2017

VLDB

Snorkel: Rapid Training Data Creation with Weak Supervision
2016

NEURIPS

Data Programming: Creating Large Training Sets, Quickly
2016

SIGMOD

Data programming with DDLite: Putting Humans in a Different Part of the Loop