Liam Collins | DeepAI

DeepAI

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Featured Co-authors

Sewoong Oh
77 publications
Karthikeyan Shanmugam
50 publications
Sanjay Shakkottai
49 publications
Aryan Mokhtari
41 publications
Advait Parulekar
8 publications

research

∙ 02/15/2023

InfoNCE Loss Provably Learns Cluster-Preserving Representations

The goal of contrasting learning is to learn a representation that prese...

0 Advait Parulekar, et al. ∙

research

∙ 02/07/2022

MAML and ANIL Provably Learn Representations

Recent empirical evidence has driven conventional wisdom to believe that...

0 Liam Collins, et al. ∙

research

∙ 10/27/2020

Why Does MAML Outperform ERM? An Optimization Perspective

Model-Agnostic Meta-Learning (MAML) has demonstrated widespread success ...

0 Liam Collins, et al. ∙

research

∙ 02/12/2020

Distribution-Agnostic Model-Agnostic Meta-Learning

The Model-Agnostic Meta-Learning (MAML) algorithm <cit.> has been celebr...

21 Liam Collins, et al. ∙