Federated Learning Meets Natural Language Processing: A Survey

27 July 2021

Papers citing "Federated Learning Meets Natural Language Processing: A Survey"

42 / 42 papers shown

Title
SEAFL: Enhancing Efficiency in Semi-Asynchronous Federated Learning through Adaptive Aggregation and Selective Training Md Sirajul Islam Sanjeev Panta F. Xu Xu Yuan Li Chen N. Tzeng FedML 36 0 0 22 Feb 2025
FedNE: Surrogate-Assisted Federated Neighbor Embedding for Dimensionality Reduction Ziwei Li Xiaoqi Wang Hong-You Chen Han-Wei Shen Wei-Lun Chao FedML 30 0 0 17 Sep 2024
Privacy-preserving federated prediction of pain intensity change based on multi-center survey data Supratim Das Mahdie Rafie Paula Kammer S. Skou D. T. Grønne ... Hans-Helmut Konig Md Shihab Ullaha Niklas Probul Jan Baumbacha L. Baumbach OOD FedML 24 0 0 12 Sep 2024
Blockchain for Large Language Model Security and Safety: A Holistic Survey Caleb Geren Amanda Board Gaby G. Dagher Tim Andersen Jun Zhuang 44 6 0 26 Jul 2024
Open Challenges and Opportunities in Federated Foundation Models Towards Biomedical Healthcare Xingyu Li Lu Peng Yuping Wang Weihua Zhang AI4CE MedIm LM&MA 66 5 0 10 May 2024
Powering the Future of IoT: Federated Learning for Optimized Power Consumption and Enhanced Privacy Ghazaleh Shirvani Saeid Ghasemshirazi 19 0 0 05 May 2024
Advances and Open Challenges in Federated Learning with Foundation Models Chao Ren Han Yu Hongyi Peng Xiaoli Tang Anran Li ... A. Tan Bo Zhao Xiaoxiao Li Zengxiang Li Qiang Yang FedML AIFin AI4CE 68 6 0 23 Apr 2024
Collaborative Visual Place Recognition through Federated Learning Mattia Dutto Gabriele Berton Debora Caldarola Eros Fani Gabriele Trivigno Carlo Masone FedML 27 1 0 20 Apr 2024
Unsupervised Federated Optimization at the Edge: D2D-Enabled Learning without Labels Satyavrat Wagle Seyyedali Hosseinalipour Naji Khosravan Christopher G. Brinton FedML 32 2 0 15 Apr 2024
Open-Vocabulary Federated Learning with Multimodal Prototyping Huimin Zeng Zhenrui Yue Dong Wang FedML VLM 24 1 0 01 Apr 2024
Federated Learning: Attacks, Defenses, Opportunities, and Challenges Ghazaleh Shirvani Saeid Ghasemshirazi Behzad Beigzadeh FedML 50 3 0 10 Mar 2024
Only Send What You Need: Learning to Communicate Efficiently in Federated Multilingual Machine Translation Yun-Wei Chu Dong-Jun Han Christopher G. Brinton 19 4 0 15 Jan 2024
Hazards from Increasingly Accessible Fine-Tuning of Downloadable Foundation Models Alan Chan Ben Bucknall Herbie Bradley David M. Krueger 8 6 0 22 Dec 2023
Mutual Enhancement of Large and Small Language Models with Cross-Silo Knowledge Transfer Yongheng Deng Ziqing Qiao Ju Ren Yang Liu Yaoxue Zhang 23 11 0 10 Dec 2023
FedASMU: Efficient Asynchronous Federated Learning with Dynamic Staleness-aware Model Update Ji Liu Juncheng Jia Tianshi Che Chao Huo Jiaxiang Ren Yang Zhou H. Dai Dejing Dou 11 30 0 10 Dec 2023
A Survey on Vulnerability of Federated Learning: A Learning Algorithm Perspective Xianghua Xie Chen Hu Hanchi Ren Jingjing Deng FedML AAML 25 19 0 27 Nov 2023
Edge-assisted U-Shaped Split Federated Learning with Privacy-preserving for Internet of Things Hengliang Tang Zihang Zhao Detian Liu Yang Cao Shiqiang Zhang Siqing You 13 1 0 08 Nov 2023
FLTrojan: Privacy Leakage Attacks against Federated Language Models Through Selective Weight Tampering Md. Rafi Ur Rashid Vishnu Asutosh Dasu Kang Gu Najrin Sultana Shagufta Mehnaz AAML FedML 44 10 0 24 Oct 2023
Equitable-FL: Federated Learning with Sparsity for Resource-Constrained Environment Indrajeet Kumar Sinha Shekhar Verma Krishna Pratap Singh FedML 14 0 0 02 Sep 2023
Adapter-based Selective Knowledge Distillation for Federated Multi-domain Meeting Summarization Xiachong Feng Xiaocheng Feng Xiyuan Du MingSung Kan Bing Qin FedML 11 5 0 07 Aug 2023
An In-Depth Evaluation of Federated Learning on Biomedical Natural Language Processing Le Peng Gaoxiang Luo Sicheng Zhou Jiandong Chen Rui Zhang Zi-Cheng Xu Ju Sun 15 2 0 20 Jul 2023
Towards Quantum Federated Learning Chao Ren Han Yu Rudai Yan Minrui Xu Yuan Shen Huihui Zhu Dusit Niyato Zhaoyang Dong L. Kwek FedML AI4CE 34 19 0 16 Jun 2023
Towards Building the Federated GPT: Federated Instruction Tuning Jianyi Zhang Saeed Vahidian Martin Kuo Chunyuan Li Ruiyi Zhang Tong Yu Yufan Zhou Guoyin Wang Yiran Chen ALM FedML 25 108 0 09 May 2023
Now It Sounds Like You: Learning Personalized Vocabulary On Device Sida Wang Ashish Shenoy P. Chuang John Nguyen VLM 27 2 0 05 May 2023
Stochastic Distributed Optimization under Average Second-order Similarity: Algorithms and Analysis Dachao Lin Yuze Han Haishan Ye Zhihua Zhang 17 11 0 15 Apr 2023
Beyond Exponentially Fast Mixing in Average-Reward Reinforcement Learning via Multi-Level Monte Carlo Actor-Critic Wesley A. Suttle Amrit Singh Bedi Bhrij Patel Brian M. Sadler Alec Koppel Dinesh Manocha 16 13 0 28 Jan 2023
FewFedWeight: Few-shot Federated Learning Framework across Multiple NLP Tasks Weilong Dong Xinwei Wu Junzhuo Li Shuangzhi Wu Chao Bian Deyi Xiong FedML 18 6 0 16 Dec 2022
SPARTAN: Sparse Hierarchical Memory for Parameter-Efficient Transformers A. Deshpande Md Arafat Sultan Anthony Ferritto A. Kalyan Karthik Narasimhan Avirup Sil MoE 25 1 0 29 Nov 2022
Federated Multilingual Models for Medical Transcript Analysis Andre Manoel Mirian Hipolito Garcia Tal Baumel Shize Su Jialei Chen Dan Miller D. Karmon Robert Sim Dimitrios Dimitriadis 13 13 0 04 Nov 2022
Federated Learning and Meta Learning: Approaches, Applications, and Directions Xiaonan Liu Yansha Deng Arumugam Nallanathan M. Bennis 46 32 0 24 Oct 2022
Faster federated optimization under second-order similarity Ahmed Khaled Chi Jin FedML 48 17 0 06 Sep 2022
A Review of Federated Learning in Energy Systems Xu Cheng Chendan Li Xiufeng Liu 13 26 0 20 Aug 2022
FLVoogd: Robust And Privacy Preserving Federated Learning Yuhang Tian Rui Wang Yan Qiao E. Panaousis K. Liang FedML 11 4 0 24 Jun 2022
Federated Optimization Algorithms with Random Reshuffling and Gradient Compression Abdurakhmon Sadiev Grigory Malinovsky Eduard A. Gorbunov Igor Sokolov Ahmed Khaled Konstantin Burlachenko Peter Richtárik FedML 11 21 0 14 Jun 2022
Pretrained Models for Multilingual Federated Learning Orion Weller Marc Marone Vladimir Braverman Dawn J Lawrie Benjamin Van Durme VLM FedML AI4CE 29 41 0 06 Jun 2022
Federated Adversarial Training with Transformers Ahmed Aldahdooh W. Hamidouche Olivier Déforges FedML ViT 15 2 0 05 Jun 2022
Federated Named Entity Recognition Joel Mathew Dimitris Stripelis J. Ambite FedML 8 1 0 28 Mar 2022
Privacy enabled Financial Text Classification using Differential Privacy and Federated Learning Priya Basu Tiasa Singha Roy Rakshit Naidu Zumrut Muftuoglu 14 20 0 04 Oct 2021
Scaling Neuroscience Research using Federated Learning Dimitris Stripelis J. Ambite Pradeep Lam Paul M. Thompson FedML 37 28 0 16 Feb 2021
FedHome: Cloud-Edge based Personalized Federated Learning for In-Home Health Monitoring Qiong Wu Xu Chen Zhi Zhou Junshan Zhang FedML 150 269 0 14 Dec 2020
Secure Sum Outperforms Homomorphic Encryption in (Current) Collaborative Deep Learning Derian Boer Stefan Kramer FedML 6 7 0 02 Jun 2020
FedNER: Privacy-preserving Medical Named Entity Recognition with Federated Learning Suyu Ge Fangzhao Wu Chuhan Wu Tao Qi Yongfeng Huang Xing Xie 156 56 0 20 Mar 2020