What are the success stories of meta learning?
1:09 PM · Jun 9, 2026 · 5.5K Views
NYU professor Andrew Gordon Wilson requests real-world meta-learning success stories, prompting researcher Pedro Ortega to point to LLMs
Ortega argues modern LLMs act as scaled meta-learning systems.
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Users affirm the idea of querying documented success stories in meta learning by agreeing it is a worthwhile approach worth pursuing.
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Leshem (Legend) Choshen 🤖🤗@LChoshen
@andrewgwils Model merging 😁
6hViews 384Likes 2
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David Holzmüller@DHolzmueller
@andrewgwils PFN-style tabular foundation models like TabPFN or TabICL meta-learn how to do in-context tabular classification/regression, outperforming other models (boosted trees, from-scratch deep learning) within their pre-training ranges even without hyperparameter tuning.
6hViews 218Likes 4
Joan Velja@Joanvelja
@andrewgwils would you consider in-context learning meta-learning?
7hViews 370Likes 2
Victor Butoi@ion_barrel
@andrewgwils meta imitation-learning?
6hViews 241Likes 1
Leshem (Legend) Choshen 🤖🤗@LChoshen
@andrewgwils Reptile was the feasibility trigger
5hViews 184
RationalG@rational_ghost1
@andrewgwils In-context learning. Some facial recognition
4hViews 129
Pedro A. Ortega@AdaptiveAgents
@andrewgwils LLMs
Andrew Gordon Wilson@andrewgwils
What are the success stories of meta learning?
2hViews 122Likes 0Bookmarks 0
Kiran Vaddi@imvaddi
@andrewgwils PFNs for BayesOpt by and large.
3hViews 85
Tomas Gutierrez@t0masGut
@Joanvelja @andrewgwils yes
3hViews 28