Namuk Park

4 papers · 2021–2023 · 3 venues · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

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🌍 Conference Polyglot · Bronze 🗺️ Taxonomy Completionist (15) 🐣 Hot Topic Early Bird ❓ The Questioner (2)

Venues

ICLR (2) AAAI (1) ICML (1)

Top co-authors

Songkuk Kim (3) Sangdoo Yun (1) Taekyu Lee (1) Byeongho Heo (1) Taekyung Kim (1) Wonjae Kim (1)

Research topics

Deep Learning (4) Machine Learning (3) Architectures (3) Learning Types (3) Core Methods (2) Artificial Intelligence (1) Application Areas (1) Bayesian & Probabilistic (1) Models (1) Optimization & Theory (1) Techniques (1)

Keywords

uncertainty estimation (2) bayesian neural network (2) convolutional neural network (2) vision transformer (2) loss landscape (2) attention mechanism (1) vector quantization (1) data stream (1) feature map (1) ensemble method (1) latency reduction (1) spatial smoothing (1) representation learning (1) masked image modeling (1) contrastive learning (1) semantic segmentation (1) uncertainty quantification (1) self-supervised learning (1)

Papers

What Do Self-Supervised Vision Transformers Learn? ICLR 2023 Blurs Behave Like Ensembles: Spatial Smoothings to Improve Accuracy, Uncertainty, and Robustness ICML 2022 How Do Vision Transformers Work? ICLR 2022 Vector Quantized Bayesian Neural Network Inference for Data Streams AAAI 2021