Modeling and Optimization Trade-off in Meta-learning

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Modeling and Optimization Trade-off in Meta-learning

24 October 2020

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Papers citing "Modeling and Optimization Trade-off in Meta-learning"

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Title
Metalic: Meta-Learning In-Context with Protein Language Models Jacob Beck Shikha Surana Manus McAuliffe Oliver Bent Thomas D. Barrett Juan Jose Garau Luis Paul Duckworth AI4CE 174 1 0 10 Oct 2024
Artificial Inductive Bias for Synthetic Tabular Data Generation in Data-Scarce Scenarios Patricia A. Apellániz Ana Jiménez Borja Arroyo Galende J. Parras Santiago Zazo 175 1 0 03 Jul 2024
Is Pre-training Truly Better Than Meta-Learning? Alycia Lee P. Yu Saumya Goyal Yu-Xiong Wang Oluwasanmi Koyejo 123 8 0 24 Jun 2023
Generalizing Gaussian Smoothing for Random Search Katelyn Gao Ozan Sener 95 14 0 27 Nov 2022
The Curse of Low Task Diversity: On the Failure of Transfer Learning to Outperform MAML and Their Empirical Equivalence Alycia Lee P. Yu Yu-Xiong Wang Oluwasanmi Koyejo 119 12 0 02 Aug 2022
Understanding Benign Overfitting in Gradient-Based Meta Learning Lisha Chen Songtao Lu Tianyi Chen MLT 120 17 0 27 Jun 2022
Provable Generalization of Overparameterized Meta-learning Trained with SGD Yu Huang Yingbin Liang Longbo Huang MLT 124 11 0 18 Jun 2022
On the Effectiveness of Fine-tuning Versus Meta-reinforcement Learning Mandi Zhao Pieter Abbeel Stephen James OffRL 199 35 0 07 Jun 2022
Is Bayesian Model-Agnostic Meta Learning Better than Model-Agnostic Meta Learning, Provably? Lisha Chen Tianyi BDL 94 17 0 06 Mar 2022
Learning Tensor Representations for Meta-Learning Samuel Deng Yilin Guo Daniel J. Hsu Debmalya Mandal FedML OOD SSL 136 2 0 18 Jan 2022
FLIX: A Simple and Communication-Efficient Alternative to Local Methods in Federated Learning Elnur Gasanov Ahmed Khaled Samuel Horváth Peter Richtárik FedML 127 16 0 22 Nov 2021
How to distribute data across tasks for meta-learning? Alexandru Cioba Michael Bromberg Qian Wang R. Niyogi Georgios Batzolis Jezabel R. Garcia Da-shan Shiu A. Bernacchia FedML 96 9 0 15 Mar 2021
Meta-learning with negative learning rates A. Bernacchia 86 17 0 01 Feb 2021
How Does the Task Landscape Affect MAML Performance? Liam Collins Aryan Mokhtari Sanjay Shakkottai 137 4 0 27 Oct 2020
How Important is the Train-Validation Split in Meta-Learning? Yu Bai Minshuo Chen Pan Zhou T. Zhao Jason D. Lee Sham Kakade Haiquan Wang Caiming Xiong 110 56 0 12 Oct 2020

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