incremental learning - Robuta Search

https://openreview.net/forum?id=Ox0tZknohG&referrer=%5Bthe%20profile%20of%20Aditya%20Varre%5D(%2Fprofile%3Fid%3D~Aditya_Varre1)

Incremental Learning in Transformers for In-Context Associative Recall | OpenReview

Transformers acquire in-context learning abilities in abrupt phases during training, often unfolding over multiple stages, during which certain keys circuits...

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https://arxiv.org/abs/2201.01029

[2201.01029] Weakly-supervised continual learning for class-incremental segmentation

Abstract page for arXiv paper 2201.01029: Weakly-supervised continual learning for class-incremental segmentation

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https://aclanthology.org/2023.findings-emnlp.15/

Dual Contrastive Learning Framework for Incremental Text Classification - ACL Anthology

Yigong Wang, Zhuoyi Wang, Yu Lin, Jinghui Guo, Sadaf Halim, Latifur Khan. Findings of the Association for Computational Linguistics: EMNLP 2023. 2023.

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https://yaoyaoliu.web.illinois.edu/class-il/

Adaptive Aggregation Networks for Class-Incremental Learning

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https://openreview.net/forum?id=Sslxwi5EgdaS&referrer=%5Bthe%20profile%20of%20Matthieu%20Guillaumin%5D(%2Fprofile%3Fid%3D~Matthieu_Guillaumin1)

Incremental Learning of Random Forests for Large-Scale Image Classification. | OpenReview

Large image datasets such as ImageNet or open-ended photo websites like Flickr are revealing new challenges to image classification that were not apparent in...

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https://www.arxiv.org/abs/2601.08519

[2601.08519] CD^2: Constrained Dataset Distillation for Few-Shot Class-Incremental Learning

Abstract page for arXiv paper 2601.08519: CD^2: Constrained Dataset Distillation for Few-Shot Class-Incremental Learning

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https://levelsofdetail.dev/article/The_Benefits_of_Incremental_Learning_Why_Small_Steps_Lead_to_Big_Results.html

The Benefits of Incremental Learning Why Small Steps Lead to Big Results

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https://aclanthology.org/2024.sigdial-1.8/

Incremental Learning for Knowledge-Grounded Dialogue Systems in Industrial Scenarios - ACL Anthology

Izaskun Fernandez, Cristina Aceta, Cristina Fernandez, Maria Ines Torres, Aitor Etxalar, Ariane Mendez, Maia Agirre, Manuel Torralbo, Arantza Del Pozo, Joseba...

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