A mean-field dynamical analysis of LoRA in transformers identifies phase transitions in catastrophic forgetting driven by perturbation norm and transformer depth.
Understanding and improving transformer from a multi-particle dynamic system point of view, 2019
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Understanding Catastrophic Forgetting In LoRA via Mean-Field Attention Dynamics
A mean-field dynamical analysis of LoRA in transformers identifies phase transitions in catastrophic forgetting driven by perturbation norm and transformer depth.