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Oral
Thu Jul 17 03:30 PM -- 03:45 PM (PDT) @ West Ballroom B None
Learning dynamics in linear recurrent neural networks
In Oral 6C Learning Dynamics 2
Alexandra Proca · Clémentine Dominé · Murray Shanahan · Pedro Mediano
[ OpenReview] 
Oral
Thu Jul 17 03:45 PM -- 04:00 PM (PDT) @ West Ballroom B None
LoRA Training Provably Converges to a Low-Rank Global Minimum Or It Fails Loudly (But it Probably Won't Fail)
In Oral 6C Learning Dynamics 2
Junsu Kim · Jaeyeon Kim · Ernest Ryu
[ Slides]  [ OpenReview] 
Oral
Thu Jul 17 04:00 PM -- 04:15 PM (PDT) @ West Ballroom B None
LoRA-One: One-Step Full Gradient Could Suffice for Fine-Tuning Large Language Models, Provably and Efficiently
In Oral 6C Learning Dynamics 2
Yuanhe Zhang · Fanghui Liu · Yudong Chen
[ Slides]  [ OpenReview] 
Oral
Thu Jul 17 04:15 PM -- 04:30 PM (PDT) @ West Ballroom B None
Implicit Regularization for Tubal Tensor Factorizations via Gradient Descent
In Oral 6C Learning Dynamics 2
Santhosh Karnik · Anna Veselovska · Mark Iwen · Felix Krahmer
[ OpenReview]