Search Results for author: WonHo Ryu

Found 1 papers, 0 papers with code

Beyond Reptile: Meta-Learned Dot-Product Maximization between Gradients for Improved Single-Task Regularization

no code implementations Findings (EMNLP) 2021 Akhil Kedia, Sai Chetan Chinthakindi, WonHo Ryu

Inspired by these approaches for a single task setting, this paper proposes to use the finite differences first-order algorithm to calculate this gradient from dot-product of gradients, allowing explicit control on the weightage of this component relative to standard gradients.

 Ranked #1 on Text Summarization on GigaWord (using extra training data)

Meta-Learning Text Summarization

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