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02/15/2023
InfoNCE Loss Provably Learns Cluster-Preserving Representations
The goal of contrasting learning is to learn a representation that prese...
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02/07/2022
MAML and ANIL Provably Learn Representations
Recent empirical evidence has driven conventional wisdom to believe that...
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10/27/2020
Why Does MAML Outperform ERM? An Optimization Perspective
Model-Agnostic Meta-Learning (MAML) has demonstrated widespread success ...
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02/12/2020