The Effect of Diversity in Meta-Learning

27 January 2022

Papers citing "The Effect of Diversity in Meta-Learning"

16 / 16 papers shown

Title
DRESS: Disentangled Representation-based Self-Supervised Meta-Learning for Diverse Tasks Wei Cui Tongzi Wu Jesse C. Cresswell Yi Sui Keyvan Golestan 71 0 0 12 Mar 2025
On the Role of Depth and Looping for In-Context Learning with Task Diversity Khashayar Gatmiry Nikunj Saunshi Sashank J. Reddi Stefanie Jegelka Sanjiv Kumar 38 2 0 29 Oct 2024
ConML: A Universal Meta-Learning Framework with Task-Level Contrastive Learning Shiguang Wu Yaqing Wang Yatao Bian Quanming Yao CLL 36 0 0 08 Oct 2024
Meta-Transfer Derm-Diagnosis: Exploring Few-Shot Learning and Transfer Learning for Skin Disease Classification in Long-Tail Distribution Zeynep Özdemir H. Keles Ö. Ö. Tanriöver 42 0 0 25 Apr 2024
Exploring Active Learning in Meta-Learning: Enhancing Context Set Labeling Wonho Bae Jing Wang Danica J. Sutherland 47 1 0 06 Nov 2023
Towards Task Sampler Learning for Meta-Learning Wenwen Qiang Wenwen Qiang Xingzhe Su Changwen Zheng Gang Hua Hui Xiong 30 10 0 18 Jul 2023
Pretraining task diversity and the emergence of non-Bayesian in-context learning for regression Allan Raventós Mansheej Paul F. Chen Surya Ganguli 32 74 0 26 Jun 2023
Is Pre-training Truly Better Than Meta-Learning? Brando Miranda P. Yu Saumya Goyal Yu-xiong Wang Oluwasanmi Koyejo 44 5 0 24 Jun 2023
Stochastic Re-weighted Gradient Descent via Distributionally Robust Optimization Ramnath Kumar Kushal Majmundar Dheeraj M. Nagaraj A. Suggala ODL 32 6 0 15 Jun 2023
The Curse of Low Task Diversity: On the Failure of Transfer Learning to Outperform MAML and Their Empirical Equivalence Brando Miranda P. Yu Yu-xiong Wang Oluwasanmi Koyejo 34 10 0 02 Aug 2022
Boosting Exploration in Multi-Task Reinforcement Learning using Adversarial Networks Ramnath Kumar T. Deleu Yoshua Bengio 19 0 0 27 Jan 2022
Task Augmentation by Rotating for Meta-Learning Jialin Liu Rongrong Ji Chih-Min Lin 67 33 0 08 Feb 2020
Bayesian Model-Agnostic Meta-Learning Taesup Kim Jaesik Yoon Ousmane Amadou Dia Sungwoong Kim Yoshua Bengio Sungjin Ahn UQCV BDL 225 498 0 11 Jun 2018
Probabilistic Model-Agnostic Meta-Learning Chelsea Finn Kelvin Xu Sergey Levine BDL 176 666 0 07 Jun 2018
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 422 11,715 0 09 Mar 2017
Determinantal point processes for machine learning Alex Kulesza B. Taskar 176 1,124 0 25 Jul 2012