Byonghyo Shim
6 papers · 2022–2025 · 4 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
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Interdisciplinary Bridge · Silver
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Taxonomy Completionist
(19)
Top co-authors
Research topics
Machine Learning
(5)
Computer Vision
(3)
Deep Learning
(3)
Analysis
(3)
Learning Types · Machine Learning
(3)
Artificial Intelligence
(2)
Core AI
(2)
Core Methods
(2)
Learning Types · Deep Learning
(2)
Optimization & Theory
(2)
Mathematics & Optimization
(1)
Natural Language Processing
(1)
Architectures
(1)
Generation
(1)
Mathematics
(1)
Keywords
representation learning
(2)
vision transformer
(2)
semantic segmentation
(1)
self-supervised learning
(1)
weakly supervised learning
(1)
monocular depth estimation
(1)
feature clustering
(1)
mutual information
(1)
clustering algorithm
(1)
attribute learning
(1)
language model
(1)
parameter-efficient fine-tuning
(1)
text-to-image model
(1)
vision-language model
(1)
similarity loss
(1)
gradient-free optimization
(1)
generalized zero-shot learning
(1)
high-dimensional space
(1)
prefix tuning
(1)
entropy analysis
(1)
Papers
Visually Guided Decoding: Gradient-Free Hard Prompt Inversion with Language Models
ICLR 2025
Expand-and-Quantize: Unsupervised Semantic Segmentation Using High-Dimensional Space and Product Quantization
AAAI 2024
Preserving Pre-trained Representation Space: On Effectiveness of Prefix-tuning for Large Multi-modal Models
EMNLP 2024
Depth-Relative Self Attention for Monocular Depth Estimation
IJCAI 2023
Semantic-Aware Superpixel for Weakly Supervised Semantic Segmentation
AAAI 2023
Semantic Feature Extraction for Generalized Zero-Shot Learning
AAAI 2022