Adversarial Training Methods for Semi-Supervised Text Classification

25 May 2016

Papers citing "Adversarial Training Methods for Semi-Supervised Text Classification"

50 / 177 papers shown

Title
Detect Rumors in Microblog Posts for Low-Resource Domains via Adversarial Contrastive Learning Hongzhan Lin Jing Ma Liangliang Chen Zhiwei Yang Mingfei Cheng Guang Chen 47 55 0 18 Apr 2022
HIT at SemEval-2022 Task 2: Pre-trained Language Model for Idioms Detection Zheng Chu Ziqing Yang Yiming Cui Zhigang Chen Ming Liu 32 4 0 13 Apr 2022
ME-GCN: Multi-dimensional Edge-Embedded Graph Convolutional Networks for Semi-supervised Text Classification Kunze Wang S. Han Siqu Long Josiah Poon 24 20 0 10 Apr 2022
Adversarial Training for Improving Model Robustness? Look at Both Prediction and Interpretation Hanjie Chen Yangfeng Ji OOD AAML VLM 34 21 0 23 Mar 2022
Faithfulness in Natural Language Generation: A Systematic Survey of Analysis, Evaluation and Optimization Methods Wei Li Wenhao Wu Moye Chen Jiachen Liu Xinyan Xiao Hua Wu HILM 29 27 0 10 Mar 2022
Improving Health Mentioning Classification of Tweets using Contrastive Adversarial Training Pervaiz Iqbal Khan Shoaib Ahmed Siddiqui Imran Razzak Andreas Dengel Sheraz Ahmed 21 3 0 03 Mar 2022
Multilingual Abusiveness Identification on Code-Mixed Social Media Text Ekagra Ranjan Naman Poddar 29 0 0 01 Mar 2022
Text Smoothing: Enhance Various Data Augmentation Methods on Text Classification Tasks Xing Wu Chaochen Gao Meng Lin Liangjun Zang Zhongyuan Wang Songlin Hu 22 25 0 28 Feb 2022
Improving Lexical Embeddings for Robust Question Answering Weiwen Xu Bowei Zou Wai Lam Ai Ti Aw OOD AAML 21 1 0 28 Feb 2022
A Semi-supervised Learning Approach with Two Teachers to Improve Breakdown Identification in Dialogues Qian Lin Hwee Tou Ng 32 4 0 22 Feb 2022
Identifying Adversarial Attacks on Text Classifiers Zhouhang Xie Jonathan Brophy Adam Noack Wencong You Kalyani Asthana Carter Perkins Sabrina Reis Sameer Singh Daniel Lowd AAML 31 9 0 21 Jan 2022
Semantic Communications: Principles and Challenges Zhijin Qin Xiaoming Tao Jianhua Lu Wen Tong Geoffrey Ye Li 33 338 0 30 Dec 2021
How Should Pre-Trained Language Models Be Fine-Tuned Towards Adversarial Robustness? Xinhsuai Dong Anh Tuan Luu Min Lin Shuicheng Yan Hanwang Zhang SILM AAML 25 55 0 22 Dec 2021
Measure and Improve Robustness in NLP Models: A Survey Xuezhi Wang Haohan Wang Diyi Yang 139 131 0 15 Dec 2021
Taming Overconfident Prediction on Unlabeled Data from Hindsight Jing Li Yuangang Pan Ivor W. Tsang 21 1 0 15 Dec 2021
Multilingual Text Classification for Dravidian Languages Xiaotian Lin Nankai Lin Kanoksak Wattanachote Shengyi Jiang Lianxi Wang 77 3 0 03 Dec 2021
LTD: Low Temperature Distillation for Robust Adversarial Training Erh-Chung Chen Che-Rung Lee AAML 27 26 0 03 Nov 2021
CAP: Co-Adversarial Perturbation on Weights and Features for Improving Generalization of Graph Neural Networks Hao Xue Kaixiong Zhou Tianlong Chen Kai Guo Xia Hu Yi Chang Xin Wang AAML 32 15 0 28 Oct 2021
Adversarial Attacks and Defenses for Social Network Text Processing Applications: Techniques, Challenges and Future Research Directions I. Alsmadi Kashif Ahmad Mahmoud Nazzal Firoj Alam Ala I. Al-Fuqaha Abdallah Khreishah A. Algosaibi AAML 37 16 0 26 Oct 2021
Doubly-Trained Adversarial Data Augmentation for Neural Machine Translation Weiting Tan Shuoyang Ding Huda Khayrallah Philipp Koehn SILM AAML 37 1 0 12 Oct 2021
Coarse2Fine: Fine-grained Text Classification on Coarsely-grained Annotated Data Dheeraj Mekala Varun Gangal Jingbo Shang AI4TS 40 22 0 22 Sep 2021
Improving Gradient-based Adversarial Training for Text Classification by Contrastive Learning and Auto-Encoder Yao Qiu Jinchao Zhang Jie Zhou AAML SILM 40 16 0 14 Sep 2021
Virtual Data Augmentation: A Robust and General Framework for Fine-tuning Pre-trained Models Kun Zhou Wayne Xin Zhao Sirui Wang Fuzheng Zhang Wei Wu Ji-Rong Wen AAML 34 7 0 13 Sep 2021
TREATED:Towards Universal Defense against Textual Adversarial Attacks Bin Zhu Zhaoquan Gu Le Wang Zhihong Tian AAML 36 8 0 13 Sep 2021
Distantly-Supervised Named Entity Recognition with Noise-Robust Learning and Language Model Augmented Self-Training Yu Meng Yunyi Zhang Jiaxin Huang Xuan Wang Yu Zhang Heng Ji Jiawei Han 49 70 0 10 Sep 2021
Counterfactual Adversarial Learning with Representation Interpolation Wen Wang Wei Ping Ning Shi Jinfeng Li Bingyu Zhu Xiangyu Liu Rongxin Zhang AAML OOD CML 26 2 0 10 Sep 2021
Automated Robustness with Adversarial Training as a Post-Processing Step Ambrish Rawat M. Sinn Beat Buesser AAML 19 0 0 06 Sep 2021
How Does Adversarial Fine-Tuning Benefit BERT? J. Ebrahimi Hao Yang Wei Zhang AAML 26 4 0 31 Aug 2021
Behind the Scenes: An Exploration of Trigger Biases Problem in Few-Shot Event Classification Peiyi Wang Runxin Xu Tianyu Liu Damai Dai Baobao Chang Zhifang Sui 27 16 0 29 Aug 2021
DropAttack: A Masked Weight Adversarial Training Method to Improve Generalization of Neural Networks Shiwen Ni Jiawen Li Hung-Yu kao AAML 24 4 0 29 Aug 2021
Self-training Improves Pre-training for Few-shot Learning in Task-oriented Dialog Systems Fei Mi Wanhao Zhou Feng Cai Lingjing Kong Minlie Huang Boi Faltings 27 32 0 28 Aug 2021
An Effective System for Multi-format Information Extraction Yaduo Liu Longhui Zhang Shujuan Yin Xiaofeng Zhao Feiliang Ren 32 1 0 16 Aug 2021
Noisy Channel Language Model Prompting for Few-Shot Text Classification Sewon Min Michael Lewis Hannaneh Hajishirzi Luke Zettlemoyer VLM 40 218 0 09 Aug 2021
More but Correct: Generating Diversified and Entity-revised Medical Response Bin Li Encheng Chen Hongrui Liu Yixuan Weng Bin Sun Shutao Li Yongping Bai Meiling Hu MedIm 19 11 0 03 Aug 2021
Towards Robustness Against Natural Language Word Substitutions Xinshuai Dong A. Luu Rongrong Ji Hong Liu SILM AAML 38 113 0 28 Jul 2021
Context-aware Adversarial Training for Name Regularity Bias in Named Entity Recognition Abbas Ghaddar Philippe Langlais Ahmad Rashid Mehdi Rezagholizadeh 41 43 0 24 Jul 2021
Improved Text Classification via Contrastive Adversarial Training Lin Pan Chung-Wei Hang Avirup Sil Saloni Potdar AAML 28 86 0 21 Jul 2021
A Survey on Data Augmentation for Text Classification Markus Bayer M. Kaufhold Christian A. Reuter 40 336 0 07 Jul 2021
CLINE: Contrastive Learning with Semantic Negative Examples for Natural Language Understanding Dong Wang Ning Ding Pijian Li Haitao Zheng AAML 39 115 0 01 Jul 2021
Learn to Resolve Conversational Dependency: A Consistency Training Framework for Conversational Question Answering Gangwoo Kim Hyunjae Kim Jungsoo Park Jaewoo Kang 36 38 0 22 Jun 2021
RETRIEVE: Coreset Selection for Efficient and Robust Semi-Supervised Learning Krishnateja Killamsetty Xujiang Zhao F. Chen Rishabh K. Iyer 24 78 0 14 Jun 2021
An Empirical Survey of Data Augmentation for Limited Data Learning in NLP Jiaao Chen Derek Tam Colin Raffel Joey Tianyi Zhou Diyi Yang 35 172 0 14 Jun 2021
Defending Against Backdoor Attacks in Natural Language Generation Xiaofei Sun Xiaoya Li Yuxian Meng Xiang Ao Fei Wu Jiwei Li Tianwei Zhang AAML SILM 31 47 0 03 Jun 2021
MATE-KD: Masked Adversarial TExt, a Companion to Knowledge Distillation Ahmad Rashid Vasileios Lioutas Mehdi Rezagholizadeh AAML 15 36 0 12 May 2021
On Guaranteed Optimal Robust Explanations for NLP Models Emanuele La Malfa A. Zbrzezny Rhiannon Michelmore Nicola Paoletti Marta Z. Kwiatkowska FAtt 19 47 0 08 May 2021
Addressing the Vulnerability of NMT in Input Perturbations Weiwen Xu Ai Ti Aw Yang Ding Kui Wu Chenyu You AAML 31 10 0 20 Apr 2021
Making Attention Mechanisms More Robust and Interpretable with Virtual Adversarial Training Shunsuke Kitada Hitoshi Iyatomi AAML 30 8 0 18 Apr 2021
Adversarial Regularization as Stackelberg Game: An Unrolled Optimization Approach Simiao Zuo Chen Liang Haoming Jiang Xiaodong Liu Pengcheng He Jianfeng Gao Weizhu Chen T. Zhao 58 9 0 11 Apr 2021
Data Augmentation in Natural Language Processing: A Novel Text Generation Approach for Long and Short Text Classifiers Markus Bayer M. Kaufhold Björn Buchhold Marcel Keller J. Dallmeyer Christian A. Reuter 31 114 0 26 Mar 2021
A Survey on Deep Semi-supervised Learning Xiangli Yang Zixing Song Irwin King Zenglin Xu 27 569 0 28 Feb 2021