Namkyeong Lee
9 papers · 2022–2026 · 4 conferences · across top CS/AI conferences
Achievements
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π£ Hot Topic Early Bird π§ Keyword Pioneer πΊοΈ Taxonomy Completionist (16) π Interdisciplinary Bridge π Conference Polyglot (4)
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Cross-Pollinator
(12)
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Renaissance Researcher
(5)
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Grand Slam
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Unstoppable
(5)
Conferences
AAAI (3)
ICML (3)
NIPS (2)
ICLR (1)
Top co-authors
Keywords
graph neural network
(3)
information bottleneck
(1)
graph clustering
(1)
graph learning
(1)
self-supervised learning
(1)
graph representation learning
(1)
node classification
(1)
drug discovery
(1)
chemical reaction
(1)
retrieval-augmented generation
(1)
crystalline material
(1)
molecular property prediction
(1)
heterogeneous graph
(1)
density of state
(1)
multiplex network
(1)
clinical decision
(1)
material property prediction
(1)
molecular relational learning
(1)
retrieval-based learning
(1)
subgraph extraction
(1)
Papers
RAG-Enhanced Collaborative LLM Agents for Drug Discovery
AAAI 2026
Subgraph Federated Learning for Local Generalization
ICLR 2025
Thickness-aware E(3)-Equivariant 3D Mesh Neural Networks
ICML 2025
Global Context-aware Representation Learning for Spatially Resolved Transcriptomics
ICML 2025
Retrieval-Retro: Retrieval-based Inorganic Retrosynthesis with Expert Knowledge
NIPS 2024
Density of States Prediction of Crystalline Materials via Prompt-guided Multi-Modal Transformer
NIPS 2023
Conditional Graph Information Bottleneck for Molecular Relational Learning
ICML 2023
Heterogeneous Graph Learning for Multi-Modal Medical Data Analysis
AAAI 2023
Augmentation-Free Self-Supervised Learning on Graphs
AAAI 2022