Jiwoo Son
5 papers · 2023–2026 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(13)
Venues
Top co-authors
Research topics
Artificial Intelligence
(4)
Deep Learning
(4)
Machine Learning
(4)
Mathematics & Optimization
(3)
Optimization
(3)
Optimization & Theory
(3)
Core AI
(2)
Learning Types · Machine Learning
(2)
Models
(2)
Architectures
(1)
Bayesian & Probabilistic
(1)
Core Methods
(1)
Learning Paradigms · Artificial Intelligence
(1)
Learning Paradigms · Machine Learning
(1)
Learning Types · Deep Learning
(1)
Keywords
combinatorial optimization
(2)
deep reinforcement learning
(1)
transformer architecture
(1)
reinforcement learning
(1)
attention mechanism
(1)
amortized inference
(1)
generative model
(1)
generative flow network
(1)
molecular design
(1)
genetic algorithm
(1)
vehicle routing problem
(1)
neural decoder
(1)
sequential planning
(1)
stochastic search
(1)
scale adaptation
(1)
guided exploration
(1)
graph neural network
(1)
min-max routing
(1)
multi-agent traveling salesman
(1)
equitable workload distribution
(1)
Papers
USPR: Learning a Unified Solver for Profiled Routing
AAAI 2026
Ant Colony Sampling with GFlowNets for Combinatorial Optimization
AISTATS 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
Meta-SAGE: Scale Meta-Learning Scheduled Adaptation with Guided Exploration for Mitigating Scale Shift on Combinatorial Optimization
ICML 2023