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Despite the complexity zoo of LoRA variants, I do sort of feel like the only formal theory for modern models that we’re going to get is going to come from formalizing LoRA (via, e.g., Kac-Rice) and MoE (via convex optimization)
Physics-y informal arguments suggest this strongly
13.7. klo 20.34
13 new types of LoRA
▪️ T-LoRA
▪️ SingLoRA
▪️ LiON-LoRA
▪️ LoRA-Mixer
▪️ QR-LoRA
▪️ FreeLoRA
▪️ LoRA-Augmented Generation (LAG)
▪️ ARD-LoRA (Adaptive Rank Dynamic LoRA)
▪️ WaRA
▪️ BayesLoRA
▪️ Dual LoRA Learning (DLoRAL)
▪️ Safe Pruning LoRA (SPLoRA)
▪️ PLoP (Precise LoRA Placement)
Save the list! Check this out to learn what they are and get the links to the papers →
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