Self-Training: A Survey

24 February 2022

Papers citing "Self-Training: A Survey"

50 / 58 papers shown

Title
REFINE-AF: A Task-Agnostic Framework to Align Language Models via Self-Generated Instructions using Reinforcement Learning from Automated Feedback Aniruddha Roy Pretam Ray Abhilash Nandy Somak Aditya Pawan Goyal ALM 24 0 0 10 May 2025
References Indeed Matter? Reference-Free Preference Optimization for Conversational Query Reformulation Doyoung Kim Youngjun Lee Joeun Kim Jihwan Bang Hwanjun Song Susik Yoon Jae-Gil Lee 19 0 0 10 May 2025
Enhancing Obsolescence Forecasting with Deep Generative Data Augmentation: A Semi-Supervised Framework for Low-Data Industrial Applications Elie Saad Mariem Besbes Marc Zolghadri Victor Czmil Claude Baron Vincent Bourgeois 24 0 0 02 May 2025
Elevating Visual Question Answering through Implicitly Learned Reasoning Pathways in LVLMs Liu Jing Amirul Rahman ReLM LRM 71 0 0 18 Mar 2025
Revisiting semi-supervised learning in the era of foundation models Ping Zhang Zheda Mai Quang-Huy Nguyen Wei-Lun Chao 50 0 0 12 Mar 2025
Dual Classification Head Self-training Network for Cross-scene Hyperspectral Image Classification Rong Liu Junye Liang Jiaqi Yang Jiang He Peng Zhu 64 5 0 25 Feb 2025
Context-Aware Doubly-Robust Semi-Supervised Learning Clement Ruah Houssem Sifaou Osvaldo Simeone Bashir M. Al-Hashimi 58 0 0 24 Feb 2025
OntoTune: Ontology-Driven Self-training for Aligning Large Language Models Zhiqiang Liu Chengtao Gan Junjie Wang Y. Zhang Zhongpu Bo Mengshu Sun H. Chen Wen Zhang 65 0 0 08 Feb 2025
Semi-rPPG: Semi-Supervised Remote Physiological Measurement with Curriculum Pseudo-Labeling Bingjie Wu Zitong Yu Yiping Xie Wei Liu Chaoqi Luo Yong Liu Rick Siow Mong Goh 61 0 0 06 Feb 2025
Towards Visual Grounding: A Survey Linhui Xiao Xiaoshan Yang X. Lan Yaowei Wang Changsheng Xu ObjD 46 3 0 31 Dec 2024
Time-Reversal Provides Unsupervised Feedback to LLMs Yerram Varun Rahul Madhavan Sravanti Addepalli A. Suggala Karthikeyan Shanmugam Prateek Jain LRM SyDa 64 0 0 03 Dec 2024
When does a bridge become an aeroplane? T. Dardeno L. Bull N. Dervilis Keith Worden 59 0 0 27 Nov 2024
Disentangling Latent Shifts of In-Context Learning Through Self-Training Josip Jukić Jan Snajder 21 0 0 02 Oct 2024
Hierarchical novel class discovery for single-cell transcriptomic profiles Malek Senoussi Thierry Artières Paul Villoutreix 21 0 0 09 Sep 2024
A Comparative Study of Pre-training and Self-training Yiheng Wang Jiayu Lin Zuoquan Lin SSL 15 0 0 04 Sep 2024
A Review of Pseudo-Labeling for Computer Vision Patrick Kage Jay C. Rothenberger Pavlos Andreadis Dimitrios I. Diochnos VLM 29 3 0 13 Aug 2024
Semi-Supervised Object Detection: A Survey on Progress from CNN to Transformer Tahira Shehzadi Ifza Didier Stricker Muhammad Zeshan Afzal ViT 35 0 0 11 Jul 2024
Probing Perfection: The Relentless Art of Meddling for Pulmonary Airway Segmentation from HRCT via a Human-AI Collaboration Based Active Learning Method Shiyi Wang Yang Nan Sheng Zhang Federico Felder Xiaodan Xing Yingying Fang Javier Del Ser Simon L F Walsh Guang Yang 24 3 0 03 Jul 2024
Retraining with Predicted Hard Labels Provably Increases Model Accuracy Rudrajit Das Inderjit S Dhillon Alessandro Epasto Adel Javanmard Jieming Mao Vahab Mirrokni Sujay Sanghavi Peilin Zhong 30 1 0 17 Jun 2024
MANO: Exploiting Matrix Norm for Unsupervised Accuracy Estimation Under Distribution Shifts Renchunzi Xie Ambroise Odonnat Vasilii Feofanov Weijian Deng Jianfeng Zhang Bo An 37 2 0 29 May 2024
LG AI Research & KAIST at EHRSQL 2024: Self-Training Large Language Models with Pseudo-Labeled Unanswerable Questions for a Reliable Text-to-SQL System on EHRs Yongrae Jo Seongyun Lee Minju Seo Sung Ju Hwang Moontae Lee 27 3 0 18 May 2024
Sample Weight Estimation Using Meta-Updates for Online Continual Learning Hamed Hemati Damian Borth 28 0 0 29 Jan 2024
Leveraging Gradients for Unsupervised Accuracy Estimation under Distribution Shift Renchunzi Xie Ambroise Odonnat Vasilii Feofanov I. Redko Jianfeng Zhang Bo An UQCV 64 1 0 17 Jan 2024
Self-supervised Reflective Learning through Self-distillation and Online Clustering for Speaker Representation Learning Danwei Cai Zexin Cai Ming Li 17 0 0 03 Jan 2024
Beyond Human Data: Scaling Self-Training for Problem-Solving with Language Models Avi Singh John D. Co-Reyes Rishabh Agarwal Ankesh Anand Piyush Patil ... Yamini Bansal Ethan Dyer Behnam Neyshabur Jascha Narain Sohl-Dickstein Noah Fiedel ALM LRM ReLM SyDa 147 143 0 11 Dec 2023
A Review of Machine Learning Methods Applied to Video Analysis Systems Marios S. Pattichis Venkatesh Jatla Alvaro E. Ullao Cerna 11 3 0 08 Dec 2023
Calibrated Adaptive Teacher for Domain Adaptive Intelligent Fault Diagnosis Florent Forest Olga Fink 15 0 0 05 Dec 2023
Leveraging Ensemble Diversity for Robust Self-Training in the Presence of Sample Selection Bias Ambroise Odonnat Vasilii Feofanov I. Redko 17 7 0 23 Oct 2023
Uncertainty-aware Parameter-Efficient Self-training for Semi-supervised Language Understanding Jianing Wang Qiushi Sun Nuo Chen Chengyu Wang Jun Huang Ming Gao Xiang Li UQLM 16 3 0 19 Oct 2023
GReAT: A Graph Regularized Adversarial Training Method Samet Bayram Kenneth Barner OOD AAML 14 1 0 09 Oct 2023
Unsupervised Prototype Adapter for Vision-Language Models Yi Zhang Ce Zhang Xue-mei Hu Z. He VLM 19 4 0 22 Aug 2023
DiVa: An Iterative Framework to Harvest More Diverse and Valid Labels from User Comments for Music Hongru Liang Jingyao Liu Yuanxin Xiang Jiachen Du Lanjun Zhou Shushen Pan Wenqiang Lei Sichuan University 15 0 0 09 Aug 2023
Multi-Method Self-Training: Improving Code Generation With Text, And Vice Versa Shriyash Upadhyay Etan Ginsberg SyDa LRM 19 0 0 20 Jul 2023
Intent-calibrated Self-training for Answer Selection in Open-domain Dialogues Wentao Deng Jiahuan Pei Z. Ren Zhumin Chen Pengjie Ren 8 4 0 13 Jul 2023
Lifelong Change Detection: Continuous Domain Adaptation for Small Object Change Detection in Every Robot Navigation Koji Takeda Kanji Tanaka Yoshimasa Nakamura 42 3 0 28 Jun 2023
Deep Learning with Partially Labeled Data for Radio Map Reconstruction Alkesandra Malkova Massih-Reza Amini B. Denis C. Villien 13 0 0 07 Jun 2023
Balancing Logit Variation for Long-tailed Semantic Segmentation Yuchao Wang Jingjing Fei Haochen Wang Wei Li Tianpeng Bao Liwei Wu Rui Zhao Yujun Shen 17 25 0 03 Jun 2023
Domain-Adaptive Full-Face Gaze Estimation via Novel-View-Synthesis and Feature Disentanglement Jiawei Qin Takuru Shimoyama Xucong Zhang Yusuke Sugano CVBM 15 3 0 25 May 2023
Pseudo-Label Training and Model Inertia in Neural Machine Translation B. Hsu Anna Currey Xing Niu Maria Nuadejde Georgiana Dinu ODL 23 2 0 19 May 2023
Out-of-Domain Intent Detection Considering Multi-Turn Dialogue Contexts Hao Lang Yinhe Zheng Binyuan Hui Fei Huang Yongbin Li 19 4 0 05 May 2023
Cost-Sensitive Self-Training for Optimizing Non-Decomposable Metrics Harsh Rangwani Shrinivas Ramasubramanian S. Takemori Kato Takashi Yuhei Umeda Venkatesh Babu Radhakrishnan 17 4 0 28 Apr 2023
Addressing Class Variable Imbalance in Federated Semi-supervised Learning Zehui Dong Wenjing Liu Siyuan Liu Xingzhi Chen FedML 8 1 0 21 Mar 2023
Augment and Criticize: Exploring Informative Samples for Semi-Supervised Monocular 3D Object Detection Zhenyu Li Zhipeng Zhang Heng Fan Yuan He Ke Wang Xianming Liu Junjun Jiang 24 2 0 20 Mar 2023
HugNLP: A Unified and Comprehensive Library for Natural Language Processing J. Wang Nuo Chen Qiushi Sun Wenkang Huang Chengyu Wang Ming Gao 14 3 0 28 Feb 2023
Data Augmentation for Neural NLP Domagoj Pluscec Jan Snajder 6 6 0 22 Feb 2023
Uncertainty-aware Self-training for Low-resource Neural Sequence Labeling J. Wang Chengyu Wang Jun Huang Ming Gao Aoying Zhou BDL UQLM NoLa 30 4 0 17 Feb 2023
How to choose "Good" Samples for Text Data Augmentation Xiaotian Lin Nankai Lin Yingwen Fu Ziyu Yang Shengyi Jiang 28 2 0 02 Feb 2023
Self-Instruct: Aligning Language Models with Self-Generated Instructions Yizhong Wang Yeganeh Kordi Swaroop Mishra Alisa Liu Noah A. Smith Daniel Khashabi Hannaneh Hajishirzi ALM SyDa LRM 17 2,046 0 20 Dec 2022
Dependency-aware Self-training for Entity Alignment Bing Liu Tiancheng Lan Wenlan Hua Guido Zuccon 6 14 0 29 Nov 2022
Contrastive Credibility Propagation for Reliable Semi-Supervised Learning Brody Kutt Pralay Ramteke Xavier Mignot P. Toman Nandini Ramanan Sujit Rokka Chhetri Shan Huang Min Du W. Hewlett 11 0 0 17 Nov 2022