Songkuk Kim
6 papers · 2013–2026 · 5 venues · across top CS/AI venues
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Achievements
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🌍 Conference Polyglot · Silver 🏃 Academic Marathon · Half 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (17) 🐣 Hot Topic Early Bird
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The Questioner
Venues
Top co-authors
Research topics
Deep Learning
(5)
Architectures
(4)
Machine Learning
(3)
Core Methods
(3)
Artificial Intelligence
(2)
Learning Types · Machine Learning
(2)
Computer Vision
(1)
Application Areas
(1)
Bayesian & Probabilistic
(1)
Core AI
(1)
Learning Types · Deep Learning
(1)
Models
(1)
Optimization & Theory
(1)
Techniques
(1)
Keywords
vision transformer
(3)
loss landscape
(2)
convolutional neural network
(2)
uncertainty estimation
(2)
bayesian neural network
(2)
feature map
(1)
ensemble method
(1)
out-of-distribution detection
(1)
sparse autoencoder
(1)
latency reduction
(1)
representation space
(1)
spatial smoothing
(1)
curved trajectory
(1)
semantic segmentation
(1)
class activation profile
(1)
uncertainty quantification
(1)
feature disentanglement
(1)
vector quantization
(1)
data stream
(1)
Papers
Sparsity as a Key: Unlocking New Insights from Latent Structures for Out-of-Distribution Detection
CVPR 2026
Curved Representation Space of Vision Transformers
AAAI 2024
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
Enhancing Lexicon-Based Review Classification by Merging and Revising Sentiment Dictionaries
IJCNLP 2013