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cs.LG2025
Probing then Editing: A Push-Pull Framework for Retain-Free Machine Unlearning in Industrial IoT
Jiao Chen, Weihua Li, Jianhua Tang
In dynamic Industrial Internet of Things (IIoT) environments, models need the ability to selectively forget outdated or erroneous knowledge. However, existing methods typically rel…
cs.LG2025
Forward-Only Continual Learning
Jiao Chen, Jiayi He, Fangfang Chen +2
Catastrophic forgetting remains a central challenge in continual learning (CL) with pre-trained models. While existing approaches typically freeze the backbone and fine-tune a smal…