Mahdi Soltanolkotabi
3 papers in the PaperMetrix corpus
Papers by this author
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Toward a Geometrical Understanding of Self-supervised Contrastive Learning
2022 · arXiv (Cornell University)
Self-supervised learning (SSL) is currently one of the premier techniques to create data representations that are actionable for transfer learning in the absence of human annotations. Despite their success, the underlying geometry of these representations …
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FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing Tasks
2021 · arXiv (Cornell University)
Increasing concerns and regulations about data privacy and sparsity necessitate the study of privacy-preserving, decentralized learning methods for natural language processing (NLP) tasks. Federated learning (FL) provides promising approaches for a large number of clients …
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Don't Memorize; Mimic The Past: Federated Class Incremental Learning Without Episodic Memory
2023 · arXiv (Cornell University)
Deep learning models are prone to forgetting information learned in the past when trained on new data. This problem becomes even more pronounced in the context of federated learning (FL), where data is decentralized and …