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Critical Learning Periods: Leveraging Early Training Dynamics for
  Efficient Data Pruning

Critical Learning Periods: Leveraging Early Training Dynamics for Efficient Data Pruning

29 May 2024
E. Chimoto
Jay Gala
Orevaoghene Ahia
Julia Kreutzer
Bruce A. Bassett
Sara Hooker
    VLM
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Papers citing "Critical Learning Periods: Leveraging Early Training Dynamics for Efficient Data Pruning"

7 / 7 papers shown
Title
Emergence of Computational Structure in a Neural Network Physics Simulator
Emergence of Computational Structure in a Neural Network Physics Simulator
Rohan Hitchcock
Gary W. Delaney
J. Manton
Richard Scalzo
Jingge Zhu
22
0
0
16 Apr 2025
SFTMix: Elevating Language Model Instruction Tuning with Mixup Recipe
SFTMix: Elevating Language Model Instruction Tuning with Mixup Recipe
Yuxin Xiao
Shujian Zhang
Wenxuan Zhou
Marzyeh Ghassemi
Sanqiang Zhao
37
0
0
07 Oct 2024
To Code, or Not To Code? Exploring Impact of Code in Pre-training
To Code, or Not To Code? Exploring Impact of Code in Pre-training
Viraat Aryabumi
Yixuan Su
Raymond Ma
Adrien Morisot
Ivan Zhang
Acyr F. Locatelli
Marzieh Fadaee
A. Ustun
Sara Hooker
SyDa
AI4CE
24
17
0
20 Aug 2024
On the Limitations of Compute Thresholds as a Governance Strategy
On the Limitations of Compute Thresholds as a Governance Strategy
Sara Hooker
42
14
0
08 Jul 2024
The Low-Resource Double Bind: An Empirical Study of Pruning for
  Low-Resource Machine Translation
The Low-Resource Double Bind: An Empirical Study of Pruning for Low-Resource Machine Translation
Orevaoghene Ahia
Julia Kreutzer
Sara Hooker
102
50
0
06 Oct 2021
AfroMT: Pretraining Strategies and Reproducible Benchmarks for
  Translation of 8 African Languages
AfroMT: Pretraining Strategies and Reproducible Benchmarks for Translation of 8 African Languages
Machel Reid
Junjie Hu
Graham Neubig
Y. Matsuo
39
31
0
10 Sep 2021
Estimating Example Difficulty Using Variance of Gradients
Estimating Example Difficulty Using Variance of Gradients
Chirag Agarwal
Daniel D'souza
Sara Hooker
190
103
0
26 Aug 2020
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