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Methodology
← Learning Types
Machine Learning
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Learning Types
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Weakly Supervised Learning
3895 directly classified papers
Papers per year
2002: 5
2003: 3
2004: 3
2005: 1
2006: 7
2007: 8
2008: 7
2009: 13
2010: 20
2011: 7
2012: 11
2013: 43
2014: 35
2015: 66
2016: 74
2017: 133
2018: 194
2019: 388
2020: 388
2021: 566
2022: 469
2023: 588
2024: 435
2025: 350
2026: 81
Papers
Learning to Denoise Distantly-Labeled Data for Entity Typing
NAACL 2019
Weakly Supervised Instance Segmentation using the Bounding Box Tightness Prior
NIPS 2019
Data Cleansing for Models Trained with SGD
NIPS 2019
Accurate Uncertainty Estimation and Decomposition in Ensemble Learning
NIPS 2019
Are Anchor Points Really Indispensable in Label-Noise Learning?
NIPS 2019
Posterior-regularized REINFORCE for Instance Selection in Distant Supervision
NAACL 2019
Complementary-Label Learning for Arbitrary Losses and Models
ICML 2019
Analyzing the Perceived Severity of Cybersecurity Threats Reported on Social Media
NAACL 2019
SyntagNet: Challenging Supervised Word Sense Disambiguation with Lexical-Semantic Combinations
EMNLP 2019
Chains-of-Reasoning at TextGraphs 2019 Shared Task: Reasoning over Chains of Facts for Explainable Multi-hop Inference
EMNLP 2019
Commonsense about Human Senses: Labeled Data Collection Processes
EMNLP 2019
Machine Learning Estimation of Heterogeneous Treatment Effects with Instruments
NIPS 2019
CLUTRR: A Diagnostic Benchmark for Inductive Reasoning from Text
EMNLP 2019
WSLLN:Weakly Supervised Natural Language Localization Networks
EMNLP 2019
Classification from Positive, Unlabeled and Biased Negative Data
ICML 2019
Adversarial Learning for Weakly-Supervised Social Network Alignment
AAAI 2019
At a Glance: The Impact of Gaze Aggregation Views on Syntactic Tagging
EMNLP 2019
Learning Temporal Pose Estimation from Sparsely-Labeled Videos
NIPS 2019
Robust Inference via Generative Classifiers for Handling Noisy Labels
ICML 2019
An Effective Label Noise Model for DNN Text Classification
NAACL 2019
Partial Label Learning by Semantic Difference Maximization
IJCAI 2019
Densely Supervised Grasp Detector (DSGD)
AAAI 2019
Soft Facial Landmark Detection by Label Distribution Learning
AAAI 2019
Adversarial Label Learning
AAAI 2019
Feature Isolation for Hypothesis Testing in Retinal Imaging: An Ischemic Stroke Prediction Case Study
AAAI 2019
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