Yejia Liu

2 accepted papers

2024

Building Socially-Equitable Public Models

Yejia Liu, Jianyi Yang, Pengfei Li, Tongxin Li, Shaolei Ren

ICML 2024poster

Public models offer predictions to a variety of downstream tasks and have played a crucial role in various AI applications, showcasing their proficiency in accurate predictions. However, the exclusive emphasis on prediction accuracy may not align with the diverse end objectives of downstream agents.…

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2022

Navigating Memory Construction by Global Pseudo-Task Simulation for Continual Learning

Yejia Liu, Wang Zhu, Shaolei Ren

NeurIPS 2022accept

Continual learning faces a crucial challenge of catastrophic forgetting. To address this challenge, experience replay (ER) that maintains a tiny subset of samples from previous tasks has been commonly used. Existing ER works usually focus on refining the learning objective for each task with a stati…

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