Sanghyeok Choi
6 papers · 2024–2025 · 5 venues · across top CS/AI venues
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Achievements
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Conference Polyglot Β· Silver
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Interdisciplinary Bridge Β· Bronze
πΊοΈ
Taxonomy Completionist
(14)
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Grand Slam
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Research topics
Machine Learning
(5)
Optimization & Theory
(5)
Artificial Intelligence
(4)
Deep Learning
(4)
Learning Types
(3)
Models
(3)
Mathematics & Optimization
(2)
Core AI
(2)
Learning Paradigms
(2)
Optimization
(2)
Reinforcement Learning
(1)
Application Areas
(1)
Architectures
(1)
Bayesian & Probabilistic
(1)
Methods
(1)
Keywords
generative flow network
(2)
genetic algorithm
(2)
amortized inference
(2)
molecular optimization
(1)
sample efficiency
(1)
off-policy learning
(1)
generative model
(1)
noise injection
(1)
policy exploration
(1)
drug discovery
(1)
molecular design
(1)
adaptive training
(1)
sequential planning
(1)
stochastic search
(1)
mode coverage
(1)
min-max routing
(1)
multi-agent traveling salesman
(1)
equitable workload distribution
(1)
sequential generation
(1)
equity context
(1)
Papers
Adaptive teachers for amortized samplers
ICLR 2025
Ant Colony Sampling with GFlowNets for Combinatorial Optimization
AISTATS 2025
Improved Off-policy Reinforcement Learning in Biological Sequence Design
ICML 2025
Neural Genetic Search in Discrete Spaces
ICML 2025
Equity-Transformer: Solving NP-Hard Min-Max Routing Problems as Sequential Generation with Equity Context
AAAI 2024
Genetic-guided GFlowNets for Sample Efficient Molecular Optimization
NeurIPS 2024