Kwon, Yeong-Dae

1. POMO: Policy Optimization with Multiple Optima for Reinforcement Learning
   2020/10/30 by Yeong‐Dae Kwon, Jinho Choo, Kwon, Yeong-Dae +9 · 69 citations
   Computer Science · Engineering · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Optimization and Search Problems #Reinforcement Learning in Robotics #Transportation and Mobility Innovations
2. Matrix Encoding Networks for Neural Combinatorial Optimization
   2021/06/21 by Yeong‐Dae Kwon, Jinho Choo, Kwon, Yeong-Dae +9 · 16 citations
   Computer Science · #Constraint Satisfaction and Optimization #FOS: Computer and information sciences #Machine Learning (cs.LG) #Metaheuristic Optimization Algorithms Research #Rough Sets and Fuzzy Logic
3. Efficient Active Search for Combinatorial Optimization Problems
   2021/06/09 by André Hottung, Hottung, André, Yeong‐Dae Kwon +3 · 14 citations
   Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Metaheuristic Optimization Algorithms Research #Optimization and Control (math.OC) #Optimization and Search Problems #Robotic Path Planning Algorithms
4. Simulation-guided Beam Search for Neural Combinatorial Optimization
   2022/07/13 by Jinho Choo, Y. Kwon, Choo, Jinho +11 · 12 citations
   Computer Science · #Advanced Neural Network Applications #Metaheuristic Optimization Algorithms Research #Machine Learning and Algorithms
5. SelfMatch: Combining Contrastive Self-Supervision and Consistency for Semi-Supervised Learning
   2021/01/16 by Byoungjip Kim, Jinho Choo, Kim, Byoungjip +9 · 1 citation
   Computer Science · #Domain Adaptation and Few-Shot Learning #Multimodal Machine Learning Applications #Advanced Neural Network Applications
6. CAAP: Context-Aware Action Planning Prompting to Solve Computer Tasks with Front-End UI Only
   2024/06/11 by Cho, Junhee, Kim, Jihoon, Bae, Daseul +3 · 2 citations
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC)
7. Preference Consistency Matters: Enhancing Preference Learning in Language Models with Automated Self-Curation of Training Corpora
   2024/08/23 by Joon Ho Lee, Lee, JoonHo, JuYoun Son +7 · 2 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Speech and dialogue systems #Topic Modeling
8. Improving Instruction Following in Language Models through Proxy-Based Uncertainty Estimation
   2024/05/10 by Joon-Ho Lee, Jae Oh Woo, Lee, JoonHo +25 · 1 citation
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling