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sampling strategy

51 papers

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active learning (1295) text generation (2903) language model (4573) sampling method (109) neural machine translation (2310) data sampling (29) monolingual datum (76) large language model (12755) reinforcement learning (4122) information extraction (1071)

Papers

Active Sampling for Text Classification with Subinstance Level Queries AAAI 2022
Random vs. Best-First: Impact of Sampling Strategies on Decision Making in Model-Based Diagnosis AAAI 2022
Stochastic Extragradient: General Analysis and Improved Rates AISTATS 2022
Asymptotically Optimal Information-Directed Sampling COLT 2021
Self-Training Sampling with Monolingual Data Uncertainty for Neural Machine Translation IJCNLP 2021
ITNLP at SemEval-2021 Task 11: Boosting BERT with Sampling and Adversarial Training for Knowledge Extraction SEMEVAL 2021
Improving Model Robustness by Adaptively Correcting Perturbation Levels with Active Queries AAAI 2021
Self-Training Sampling with Monolingual Data Uncertainty for Neural Machine Translation ACL 2021
ITNLP at SemEval-2021 Task 11: Boosting BERT with Sampling and Adversarial Training for Knowledge Extraction ACL 2021
Language Model Evaluation Beyond Perplexity ACL 2021
PADS: Policy-Adapted Sampling for Visual Similarity Learning CVPR 2020
Attentive Experience Replay AAAI 2020
ColdGANs: Taming Language GANs with Cautious Sampling Strategies NIPS 2020
Neural Architecture Search in A Proxy Validation Loss Landscape ICML 2020
A Novel Learning Framework for Sampling-Based Motion Planning in Autonomous Driving AAAI 2020
Prime Sample Attention in Object Detection CVPR 2020
Practical Obstacles to Deploying Active Learning EMNLP 2019
Ranking and Sampling in Open-Domain Question Answering EMNLP 2019
Ranking and Sampling in Open-Domain Question Answering IJCNLP 2019
Active Sampling for Open-Set Classification without Initial Annotation AAAI 2019
Libra R-CNN: Towards Balanced Learning for Object Detection CVPR 2019
Back-Translation Sampling by Targeting Difficult Words in Neural Machine Translation EMNLP 2018
Sampling Strategies in Siamese Networks for Unsupervised Speech Representation Learning INTERSPEECH 2018
Aggressive Sampling for Multi-class to Binary Reduction with Applications to Text Classification NIPS 2017
Identifying Outlier Arms in Multi-Armed Bandit NIPS 2017