Create README.md

README.md

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+---
+task_categories:
+- question-answering
+language:
+- en
+tags:
+- agent
+size_categories:
+- 100K<n<1M
+---
+
+# HFLB (Heterogeneous Federated Learning Benchmark)
+
+FL Benchmark originally proposed in [FedDAT](https://arxiv.org/abs/2308.12305), and modified by ourselves, splitting each dataset into different subtasks for task incremental learning setup in [FedMosaic (ICLR 2026)](https://openreview.net/forum?id=0g5Dk4Qfh0).
+Please checkout configuration of HFLB in the [paper](https://openreview.net/forum?id=0g5Dk4Qfh0)
+
+## Dataset Credits & References
+
+DRAKE builds on the following publicly available datasets. **Please cite the original works** when using DRAKE in your research:
+
+```bibtex
+@inproceedings{hudson2019gqa,
+  title     = {GQA: A New Dataset for Real-World Visual Reasoning and Compositional Question Answering},
+  author    = {Hudson, Drew A. and Manning, Christopher D.},
+  booktitle = {CVPR},
+  year      = {2019}
+}
+
+@inproceedings{gurari2018vizwiz,
+  title     = {VizWiz Grand Challenge: Answering Visual Questions from Blind People},
+  author    = {Gurari, Danna and Li, Qing and Stangl, Abigale J. and Guo, Anhong and Lin, Chi and Grauman, Kristen and Luo, Jiebo and Bigham, Jeffrey P.},
+  booktitle = {CVPR},
+  year      = {2018}
+}
+```
+
+## Citation
+
+If you use HFLB in your research, please cite FedDAT paper and our paper:
+
+```bibtex
+@inproceedings{chen2023feddat,
+  title={FedDAT: An Approach for Foundation Model Finetuning in Multi-Modal Heterogeneous Federated Learning},
+  author={Chen, Haokun and Zhang, Yao and Krompass, Denis and Gu, Jindong and Tresp, Volker},
+  booktitle={AAAI},
+  year={2024}
+}
+
+@inproceedings{seo2026colora,
+  title     = {Co-LoRA: Collaborative Model Personalization on Heterogeneous Multi-Modal Clients},
+  author    = {Seo, Minhyuk and Kim, Taeheon and Lee, Hankook and Choi, Jonghyun and Tuytelaars, Tinne},
+  booktitle = {The Fourteenth International Conference on Learning Representations (ICLR)},
+  year      = {2026},
+  url       = {https://openreview.net/forum?id=0g5Dk4Qfh0}
+}
+```