Weakly Supervised Learning

Multiple Instance Deep Learning for Weakly Supervised Small-Footprint Audio Event Detection Interspeech 2018 Multiple Instance Learning for Efficient Sequential Data Classification on Resource-constrained Devices NeurIPS 2018 NeuralNetwork-Viterbi: A Framework for Weakly Supervised Video Learning CVPR 2018 Normalized Cut Loss for Weakly-Supervised CNN Segmentation CVPR 2018 Not to Cry Wolf: Distantly Supervised Multitask Learning in Critical Care ICML 2018 On the Importance of Label Quality for Semantic Segmentation CVPR 2018 Open-Domain Event Detection using Distant Supervision COLING 2018 Partially-Supervised Image Captioning NeurIPS 2018 Personalizing Lexical Simplification COLING 2018 Policy Evaluation and Optimization with Continuous Treatments AISTATS 2018 Policy Optimization with Demonstrations ICML 2018 Positive and Unlabeled Learning for Detecting Software Functional Clones with Adversarial Training IJCAI 2018 Positive and Unlabeled Learning via Loss Decomposition and Centroid Estimation IJCAI 2018 Prediction Rule Reshaping ICML 2018 Predict Responsibly: Improving Fairness and Accuracy by Learning to Defer NeurIPS 2018 Preference Based Adaptation for Learning Objectives NeurIPS 2018 Preference-Learning with Qualitative Agreement for Sentence Level Emotional Annotations Interspeech 2018 Pseudo Mask Augmented Object Detection CVPR 2018 Pyconstruct: Constraint Programming Meets Structured Prediction IJCAI 2018 Ranking-Based Automatic Seed Selection and Noise Reduction for Weakly Supervised Relation Extraction ACL 2018 Real-World Anomaly Detection in Surveillance Videos CVPR 2018 Recognition of Echolalic Autistic Child Vocalisations Utilising Convolutional Recurrent Neural Networks Interspeech 2018 Regular Expression Guided Entity Mention Mining from Noisy Web Data EMNLP 2018 Reinforcement Learning on Web Interfaces using Workflow-Guided Exploration ICLR 2018 Request-and-Reverify: Hierarchical Hypothesis Testing for Concept Drift Detection with Expensive Labels IJCAI 2018