2 citations · 3 across the 7 of their papers we have counts for
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cs.LG2024★ 2 cited
ScaleBiO: Scalable Bilevel Optimization for LLM Data Reweighting
Rui Pan, Dylan Zhang, Hanning Zhang +6
Bilevel optimization has shown its utility across various machine learning settings, yet most algorithms in practice require second-order information, making it challenging to scal…
cs.CL2024★ 1 cited
G-DIG: Towards Gradient-based Diverse and High-quality Instruction Data Selection for Machine Translation
Xingyuan Pan, Luyang Huang, Liyan Kang +3
Large Language Models (LLMs) have demonstrated remarkable abilities in general scenarios. Instruction finetuning empowers them to align with humans in various tasks. Nevertheless,…