Search All 2022 Events
 

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Workshop
The curse of (non)convexity: The case of an Optimization-Inspired Data Pruning algorithm
Fadhel Ayed · Soufiane Hayou
Poster
Wed 9:00 Beyond neural scaling laws: beating power law scaling via data pruning
Ben Sorscher · Robert Geirhos · Shashank Shekhar · Surya Ganguli · Ari Morcos
Workshop
Diving into Unified Data-Model Sparsity for Class-Imbalanced Graph Representation Learning
Chunhui Zhang · Chao Huang · Yijun Tian · Qianlong Wen · Zhongyu Ouyang · Youhuan Li · Yanfang Ye · Chuxu Zhang
Poster
Thu 9:00 Data-Efficient Structured Pruning via Submodular Optimization
Marwa El Halabi · Suraj Srinivas · Simon Lacoste-Julien
Workshop
BERT on a Data Diet: Finding Important Examples by Gradient-Based Pruning
Mohsen Fayyaz · Ehsan Aghazadeh · Seyed MohammadAli Modarressi · Mohammad Taher Pilehvar · Yadollah Yaghoobzadeh · Samira Ebrahimi Kahou
Poster
Thu 9:00 Lottery Tickets on a Data Diet: Finding Initializations with Sparse Trainable Networks
Mansheej Paul · Brett Larsen · Surya Ganguli · Jonathan Frankle · Gintare Karolina Dziugaite