Search Results for author: Zhi-Hao Tan

Found 2 papers, 1 papers with code

Beimingwu: A Learnware Dock System

1 code implementation24 Jan 2024 Zhi-Hao Tan, Jian-Dong Liu, Xiao-Dong Bi, Peng Tan, Qin-Cheng Zheng, Hai-Tian Liu, Yi Xie, Xiao-Chuan Zou, Yang Yu, Zhi-Hua Zhou

The learnware paradigm proposed by Zhou [2016] aims to enable users to reuse numerous existing well-trained models instead of building machine learning models from scratch, with the hope of solving new user tasks even beyond models' original purposes.

Learnware: Small Models Do Big

no code implementations7 Oct 2022 Zhi-Hua Zhou, Zhi-Hao Tan

There are complaints about current machine learning techniques such as the requirement of a huge amount of training data and proficient training skills, the difficulty of continual learning, the risk of catastrophic forgetting, the leaking of data privacy/proprietary, etc.

Continual Learning

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