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README
FSL-Mate is a collection of resources for few-shot learning (FSL).
In particular, FSL-Mate currently contains
- FewShotPapers: a paper list which tracks the research advances on FSL
- PaddleFSL: a PaddlePaddle-based python library for FSL
We are endeavored to constantly update FSL-Mate. Hopefully, it can make FSL easier.
News🔥
-
[2026-04-18] Add FSL papers published in EMNLP 2025 and ICCV 2025, ICML 2025, WWW 2026 and AAAI 2026.
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[2025-10-14] Add FSL papers published in CVPR 2025, ACL 2025 and IJCAI 2025.
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[2025-07-17] Add FSL papers published in CVPR 2024, ICML 2024, IJCAI 2024, ACL 2024, NeurIPS 2024, EMNLP 2024, ICCV 2024, ICLR 2025, WWW 2024-2025, KDD 2024-2025, AAAI 2024-2025, NAACL 2024-2025, SIGIR 2024-2025.
Cite Us
Please cite our paper if you find it helpful.
@article{wang2020generalizing,
title={Generalizing from a few examples: A survey on few-shot learning},
author={Wang, Yaqing and Yao, Quanming and Kwok, James T and Ni, Lionel M},
journal={ACM Computing Surveys},
volume={53},
number={3},
pages={1--34},
year={2020},
publisher={ACM New York, NY, USA}
}
Contact
We welcome advices and feedbacks for FSL-Mate. Please feel free to open an issue or contact Yaqing Wang.
Core symbols most depended-on inside this repo
append
called by 95
PaddleFSL/examples/molecular_property_prediction/utils/utils.py
sample_task_set
called by 33
PaddleFSL/paddlefsl/datasets/fc100.py
eval
called by 27
PaddleFSL/examples/optim/meta_trainer.py
train
called by 23
PaddleFSL/examples/optim/meta_trainer.py
transfer_backend
called by 20
PaddleFSL/paddlefsl/task_sampler/taskset.py
load
called by 19
PaddleFSL/paddlefsl/datasets/fewnlu/data_glue/config.py
save
called by 18
PaddleFSL/paddlefsl/datasets/fewnlu/data_glue/config.py
sample_inds
called by 12
PaddleFSL/paddlefsl/datasets/mol_dataset.py
Shape
Languages
Python100%
Modules by API surface
PaddleFSL/paddlefsl/datasets/fewnlu/data_glue/task_processors.py72 symbols
PaddleFSL/paddlefsl/datasets/fewnlu/data_glue/task_pvps.py39 symbols
PaddleFSL/paddlefsl/model_zoo/par.py33 symbols
PaddleFSL/paddlefsl/datasets/fewnlu/data_glue/utils.py22 symbols
PaddleFSL/paddlefsl/datasets/fewnlu/data_clue/preprocess.py22 symbols
PaddleFSL/paddlefsl/datasets/mol_dataset.py15 symbols
PaddleFSL/paddlefsl/backbones/plm.py15 symbols
PaddleFSL/paddlefsl/backbones/gnn_iclr.py15 symbols
PaddleFSL/examples/optim/meta_trainer.py14 symbols
PaddleFSL/paddlefsl/backbones/conv.py12 symbols
PaddleFSL/paddlefsl/model_zoo/maml_mol.py11 symbols
PaddleFSL/test/utils/io_test.py10 symbols
Dependencies from manifests, versioned
Pillow8.2.0 · 1×
paddlenlp2.0.6 · 1×
paddlepaddle-gpu2.4.1 · 1×
scikit-learn1.0.2 · 1×
transformers3.3.1 · 1×
For agents
$ claude mcp add FSL-Mate \
-- python -m otcore.mcp_server <graph>