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02/01/2023
Efficient Meta-Learning via Error-based Context Pruning for Implicit Neural Representations
We introduce an efficient optimization-based meta-learning technique for...
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01/23/2023
Modality-Agnostic Variational Compression of Implicit Neural Representations
We introduce a modality-agnostic neural data compression algorithm based...
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10/11/2022
Meta-Learning with Self-Improving Momentum Target
The idea of using a separately trained target model (or teacher) to impr...
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02/21/2022
Generating Videos with Dynamics-aware Implicit Generative Adversarial Networks
In the deep learning era, long video generation of high-quality still re...
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10/27/2021
Meta-Learning Sparse Implicit Neural Representations
Implicit neural representations are a promising new avenue of representi...
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03/08/2021
Consistency Regularization for Adversarial Robustness
Adversarial training (AT) is currently one of the most successful method...
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07/16/2020
CSI: Novelty Detection via Contrastive Learning on Distributionally Shifted Instances
Novelty detection, i.e., identifying whether a given sample is drawn fro...
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06/13/2020