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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).
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Please checkout configuration of HFLB in the [paper](https://openreview.net/forum?id=0g5Dk4Qfh0)
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##
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```bibtex
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@inproceedings{hudson2019gqa,
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year = {2019}
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}
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@inproceedings{gurari2018vizwiz,
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title = {VizWiz Grand Challenge: Answering Visual Questions from Blind People},
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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.},
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booktitle = {CVPR},
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year = {2018}
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}
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```
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## Citation
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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).
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Please checkout configuration of HFLB in the [paper](https://openreview.net/forum?id=0g5Dk4Qfh0)
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### Constituent Datasets
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| Dataset | Task Type | Reference |
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|---|---|---|
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| GQA | Compositional visual reasoning | Hudson & Manning, CVPR 2019 |
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| Abstract VQA | Abstract-scene visual question answering | Antol et al., ICCV 2015 |
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| SNLI-VE | Visual entailment | Xie et al., arXiv 2019 |
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| COCO-QA | Image question answering | Ren et al., NeurIPS 2015 |
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| NLVR2 | Natural-language visual reasoning over image pairs | Suhr et al., ACL 2019 |
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| VizWiz | Accessibility-focused VQA | Gurari et al., CVPR 2018 |
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| NLVR2 | Dual-image visual reasoning | Suhr et al., ACL 2019 |
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| AQUA | Art-domain visual question answering | Garcia et al., ECCV Workshops 2020 |
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---
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<details>
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<summary>Dataset Credits & References</summary>
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HFLB builds on the following publicly available datasets.
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```bibtex
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@inproceedings{hudson2019gqa,
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year = {2019}
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}
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@inproceedings{antol2015vqa,
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title = {VQA: Visual Question Answering},
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author = {Antol, Stanislaw and Agrawal, Aishwarya and Lu, Jiasen and Mitchell, Margaret and Batra, Dhruv and Zitnick, C. Lawrence and Parikh, Devi},
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booktitle = {ICCV},
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year = {2015}
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}
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@article{xie2019snlive,
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title = {Visual Entailment: A Novel Task for Fine-Grained Image Understanding},
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author = {Xie, Ning and Lai, Farley and Doran, Derek and Kadav, Asim},
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journal = {arXiv preprint arXiv:1901.06706},
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year = {2019}
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}
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@inproceedings{ren2015cocoqa,
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title = {Exploring Models and Data for Image Question Answering},
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author = {Ren, Mengye and Kiros, Ryan and Zemel, Richard S.},
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booktitle = {NeurIPS},
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year = {2015}
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}
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@inproceedings{suhr2019nlvr2,
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title = {A Corpus for Reasoning about Natural Language Grounded in Photographs},
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author = {Suhr, Alane and Zhou, Stephanie and Zhang, Ally and Zhang, Iris and Bai, Huajun and Artzi, Yoav},
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booktitle = {ACL},
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year = {2019}
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}
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@inproceedings{gurari2018vizwiz,
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title = {VizWiz Grand Challenge: Answering Visual Questions from Blind People},
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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.},
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booktitle = {CVPR},
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year = {2018}
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}
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@inproceedings{garcia2020aqua,
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title = {A Dataset and Baselines for Visual Question Answering on Art},
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author = {Garcia, Noa and Ye, Chentao and Liu, Zihua and Hu, Qingtao and Otani, Mayu and Chu, Chenhui and Nakashima, Yuta and Mitamura, Teruko},
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booktitle = {ECCV Workshops},
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year = {2020}
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}
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```
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</details>
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---
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## Citation
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