Skip to content
New issue

Have a question about this project? # for a free GitHub account to open an issue and contact its maintainers and the community.

#

By clicking “#”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? # to your account

update paper_list/FL-NLP #283

Merged
merged 1 commit into from
Aug 5, 2022
+15 −4
Merged

update paper_list/FL-NLP #283

Changes from all commits
Commits
Show all changes
1 commit
Select commit
File filter

Filter by extension

Filter by extension
Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
19 changes: 15 additions & 4 deletions materials/paper_list/FL-NLP/README.md
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -5,6 +5,17 @@ This list is constantly being updated. Feel free to contribute!
### 2022
| Title | Venue | Link |
| --- | --- | --- |
| Federated Learning with Noisy User Feedback | NAACL | [pdf](https://aclanthology.org/2022.naacl-main.196.pdf) |
| Training Mixed-Domain Translation Models via Federated Learning | NAACL | [pdf](https://aclanthology.org/2022.naacl-main.186.pdf) |
| Pretrained Models for Multilingual Federated Learning| NAACL | [pdf](https://arxiv.org/pdf/2206.02291.pdf), [code](https://github.com/orionw/Multilingual-Federated-Learning) |
| FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing Tasks | NAACL Findings | [pdf](https://aclanthology.org/2022.findings-naacl.13.pdf), [code](https://github.com/FedML-AI/FedNLP) |
| Intrinsic Gradient Compression for Scalable and Efficient Federated Learning | ACL Workshop | [pdf](https://aclanthology.org/2022.fl4nlp-1.4.pdf) |
| Adaptive Differential Privacy for Language Model Training | ACL Workshop | [pdf](https://aclanthology.org/2022.fl4nlp-1.3.pdf), [code](https://github.com/flamewei123/ADP) |
| Scaling Language Model Size in Cross-Device Federated Learning | ACL Workshop | [pdf](https://aclanthology.org/2022.fl4nlp-1.2.pdf) |
| ActPerFL: Active Personalized Federated Learning | ACL Workshop | [pdf](https://aclanthology.org/2022.fl4nlp-1.1.pdf) |
| Federated Non-negative Matrix Factorization for Short Texts Topic Modeling with Mutual Information | IJCNN | [pdf](https://arxiv.org/pdf/2205.13300.pdf) |
| Federated Split BERT for Heterogeneous Text Classification | IJCNN | [pdf](https://arxiv.org/pdf/2205.13299.pdf) |
| Federated Learning for Violence Incident Prediction in a Simulated Cross-institutional Psychiatric Setting | Expert Systems with Applications | [pdf](https://arxiv.org/pdf/2205.10234.pdf) |
| FedBERT: When Federated Learning Meets Pre-Training | TIST | [pdf](https://dl.acm.org/doi/pdf/10.1145/3510033) |
| FedKC: Federated Knowledge Composition for Multilingual Natural Language Understanding | WWW | [pdf](https://dl.acm.org/doi/pdf/10.1145/3485447.3511988) |

Expand All @@ -13,19 +24,19 @@ This list is constantly being updated. Feel free to contribute!
| Title | Venue | Link |
| --- | --- | --- |
| FedMatch: Federated Learning Over Heterogeneous Question Answering Data | CIKM | [pdf](https://dl.acm.org/doi/pdf/10.1145/3459637.3482345), [code](https://github.com/Chriskuei/FedMatch) |
| Federated Chinese Word Segmentation with Global Character Associations | ACL | [pdf](https://aclanthology.org/2021.findings-acl.376.pdf), [code](https://github.com/cuhksz-nlp/GCASeg) |
| Federated Chinese Word Segmentation with Global Character Associations | ACL Findings | [pdf](https://aclanthology.org/2021.findings-acl.376.pdf), [code](https://github.com/cuhksz-nlp/GCASeg) |
| Improving Federated Learning for Aspect-based Sentiment Analysis via Topic Memories | EMNLP | [pdf](https://aclanthology.org/2021.emnlp-main.321.pdf), [code](https://github.com/cuhksz-nlp/ASA-TM) |
| A Secure and Efficient Federated Learning Framework for NLP | EMNLP | [pdf](https://aclanthology.org/2021.emnlp-main.606.pdf) |
| Distantly Supervised Relation Extraction in Federated Settings | EMNLP | [pdf](https://aclanthology.org/2021.findings-emnlp.52.pdf), [code](https://github.com/DianboWork/FedDS) |
| FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing Tasks | arXiv | [pdf](https://arxiv.org/pdf/2104.08815.pdf), [code](https://github.com/FedML-AI/FedNLP) |
| Distantly Supervised Relation Extraction in Federated Settings | EMNLP Findings | [pdf](https://aclanthology.org/2021.findings-emnlp.52.pdf), [code](https://github.com/DianboWork/FedDS) |
| Scaling Federated Learning for Fine-tuning of Large Language Models | arXiv | [pdf](https://arxiv.org/pdf/2102.00875.pdf) |


### 2020
| Title | Venue | Link |
| --- | --- | --- |
| Empirical Studies of Institutional Federated Learning For Natural Language Processing | EMNLP | [pdf](https://aclanthology.org/2020.findings-emnlp.55.pdf) |
| FedED: Federated Learning via Ensemble Distillation for Medical Relation Extraction | EMNLP | [pdf](https://aclanthology.org/2020.emnlp-main.165.pdf) |
| Empirical Studies of Institutional Federated Learning For Natural Language Processing | EMNLP Findings | [pdf](https://aclanthology.org/2020.findings-emnlp.55.pdf) |
| Federated Learning for Spoken Language Understanding | COLING | [pdf](https://aclanthology.org/2020.coling-main.310.pdf) |
| FedNER: Privacy-preserving Medical Named Entity Recognition with Federated Learning | arXiv | [pdf](https://arxiv.org/pdf/2003.09288.pdf) |
| Federated Pretraining and Fine Tuning of BERT Using Clinical Notes from Multiple Silos | arXiv | [pdf](https://arxiv.org/pdf/2002.08562.pdf) |
| Pretraining Federated Text Models for Next Word Prediction | arXiv | [pdf](https://arxiv.org/pdf/2005.04828.pdf), [code](https://github.com/federated-learning-experiments/fl-text-models) |
Expand Down