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Liam Collins

A Bi-channel Aided Stitching of Atomic Force Microscopy Images

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Mar 11, 2025
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Meta-Learning Adaptable Foundation Models

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Oct 29, 2024
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In-Context Learning with Transformers: Softmax Attention Adapts to Function Lipschitzness

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Feb 18, 2024
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Profit: Benchmarking Personalization and Robustness Trade-off in Federated Prompt Tuning

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Oct 06, 2023
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Provable Multi-Task Representation Learning by Two-Layer ReLU Neural Networks

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Jul 17, 2023
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InfoNCE Loss Provably Learns Cluster-Preserving Representations

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Feb 15, 2023
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FedAvg with Fine Tuning: Local Updates Lead to Representation Learning

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May 27, 2022
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MAML and ANIL Provably Learn Representations

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Feb 07, 2022
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Exploiting Shared Representations for Personalized Federated Learning

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Feb 14, 2021
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Why Does MAML Outperform ERM? An Optimization Perspective

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Oct 27, 2020
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