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Iris A.M. Huijben

3 papers · 2020–2024 · 2 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze

Venues

ICML (2) ICLR (1)

Top co-authors

Ruud Van Sloun (2) Matthijs Douze (1) Bastiaan S. Veeling (1) Arthur Andreas Nijdam (1) Jakob Verbeek (1) Ruud J.G. van Sloun (1) Merel M Van Gilst (1) Sebastiaan Overeem (1) Matthew J. Muckley (1)

Research topics

Machine Learning (3) Core Methods (3) Computer Science (1) Data Science & Analytics (1) Deep Learning (1) Application Areas (1) Applications (1) Architectures (1) Learning Types (1) Methods (1)

Keywords

quantization (1) dimensionality reduction (1) compressed sensing (1) contrastive learning (1) time series (1) signal reconstruction (1) vector quantization (1) nearest neighbor search (1) latent representation (1) latent space (1) task-adaptive learning (1) self-organizing map (1) neural network (1) residual quantization (1) neural codebook (1) high-rate data (1) implicit neural codebooks (1)

Papers

Residual Quantization with Implicit Neural Codebooks ICML 2024 SOM-CPC: Unsupervised Contrastive Learning with Self-Organizing Maps for Structured Representations of High-Rate Time Series ICML 2023 Deep probabilistic subsampling for task-adaptive compressed sensing ICLR 2020