Jinkyoo Park
- Graph Neural Ordinary Differential Equations
2019/11/18 by Michael Poli, Stefano Massaroli, Poli, Michael +9 · 26 citations
Computer Science · Physics and Astronomy · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Neural Networks and Applications
- Dissecting Neural ODEs
2020/02/19 by Stefano Massaroli, Michael Poli, Massaroli, Stefano +7 · 30 citations
Computer Science · Physics and Astronomy · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Neural Networks and Applications #Neural Networks and Reservoir Computing #Neural and Evolutionary Computing (cs.NE)
- Sym-NCO: Leveraging Symmetricity for Neural Combinatorial Optimization
2022/05/26 by Min-Su Kim, Junyoung Park, Kim, Minsu +3 · 22 citations
Computer Science · Engineering · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Metaheuristic Optimization Algorithms Research #Vehicle Routing Optimization Methods
- Learning Collaborative Policies to Solve NP-hard Routing Problems
2021/10/26 by Min-Su Kim, Kim, Minsu, Jinkyoo Park +3 · 17 citations
Computer Science · Engineering · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Metaheuristic Optimization Algorithms Research #Transportation and Mobility Innovations #Vehicle Routing Optimization Methods
- RL4CO: an Extensive Reinforcement Learning for Combinatorial Optimization Benchmark
2023/06/29 by Federico Berto, Chuanbo Hua, Berto, Federico +39 · 24 citations
Computer Science · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Games #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics #Software Engineering Research
- RouteFinder: Towards Foundation Models for Vehicle Routing Problems
2024/06/21 by Federico Berto, Berto, Federico, Chuanbo Hua +14 · 20 citations
Computer Science · #Advanced Database Systems and Queries #Artificial Intelligence (cs.AI) #Data Management and Algorithms #FOS: Computer and information sciences #Mobile Agent-Based Network Management
- Ant Colony Sampling with GFlowNets for Combinatorial Optimization
2024/03/11 by Minsu Kim, Kim, Minsu, Sanghyeok Choi +9 · 16 citations
Computer Science · Engineering · #BIM and Construction Integration #FOS: Computer and information sciences #Machine Learning (cs.LG) #Metaheuristic Optimization Algorithms Research #Neural and Evolutionary Computing (cs.NE) #Optimization and Packing Problems
- Stable Neural Flows
2020/03/18 by Stefano Massaroli, Massaroli, Stefano, Michael Poli +9 · 8 citations
Engineering · Physics and Astronomy · #Advanced Numerical Methods in Computational Mathematics #Control and Stability of Dynamical Systems #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Optimization and Control (math.OC)
- GTA: Generative Trajectory Augmentation with Guidance for Offline Reinforcement Learning
2024/05/27 by Jae-Woo Lee, Lee, Jaewoo, Sujin Yun +5 · 11 citations
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Autonomous Vehicle Technology and Safety #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics #Robot Manipulation and Learning
- Genetic-guided GFlowNets for Sample Efficient Molecular Optimization
2024/02/05 by Hyeonah Kim, Kim, Hyeonah, Minsu Kim +5 · 9 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Biomolecules (q-bio.BM) #Computational Drug Discovery Methods #FOS: Biological sciences #FOS: Computer and information sciences #Gene Regulatory Network Analysis #Genetics, Bioinformatics, and Biomedical Research #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE)
- Multi-Agent Actor-Critic with Hierarchical Graph Attention Network
2019/09/27 by Heechang Ryu, Hayong Shin, Ryu, Heechang +3 · 4 citations
Computer Science · #Reinforcement Learning in Robotics #Advanced Graph Neural Networks #Domain Adaptation and Few-Shot Learning
- Hypersolvers: Toward Fast Continuous-Depth Models
2020/07/19 by Michael Poli, Stefano Massaroli, Poli, Michael +7 · 4 citations
Computer Science · Physics and Astronomy · #Advanced Neural Network Applications #Advanced Vision and Imaging #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Numerical Analysis (math.NA)
- Generative Flows on Synthetic Pathway for Drug Design
2024/10/06 by Seonghwan Seo, Seo, Seonghwan, Minsu Kim +11 · 9 citations
Engineering · #Biomolecules (q-bio.BM) #FOS: Biological sciences #FOS: Computer and information sciences #Innovative Microfluidic and Catalytic Techniques Innovation #Machine Learning (cs.LG)
- Adaptive teachers for amortized samplers
2024/10/02 by Minsu Kim, Sanghyeok Choi, Kim, Minsu +17 · 11 citations
Mathematics · #Statistics Education and Methodologies
- Interactive Autonomous Navigation with Internal State Inference and Interactivity Estimation
2023/11/27 by Jiachen Li, David Isele, Li, Jiachen +9 · 5 citations
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Autonomous Vehicle Technology and Safety #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multiagent Systems (cs.MA) #Reinforcement Learning in Robotics #Robotics (cs.RO)
- Multi-Agent Dynamic Relational Reasoning for Social Robot Navigation
2024/01/22 by Jiachen Li, Li, Jiachen, Chuanbo Hua +10 · 5 citations
Computer Science · Engineering · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Evacuation and Crowd Dynamics #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multiagent Systems (cs.MA) #Robotics (cs.RO) #Video Surveillance and Tracking Methods
- Learning to Scale Logits for Temperature-Conditional GFlowNets
2023/10/04 by Min‐Su Kim, Kim, Minsu, Joohwan Ko +14 · 4 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · Materials Science · #Computational Drug Discovery Methods #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Materials Science #Metabolomics and Mass Spectrometry Studies
- Learning context-aware adaptive solvers to accelerate quadratic programming
2022/11/22 by Haewon Jung, Jung, Haewon, Junyoung Park +3 · 3 citations
Biochemistry, Genetics and Molecular Biology · Engineering · Neuroscience · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Neuroinflammation and Neurodegeneration Mechanisms #Optimization and Control (math.OC) #Sparse and Compressive Sensing Techniques #Zebrafish Biomedical Research Applications
- Bootstrapped Training of Score-Conditioned Generator for Offline Design of Biological Sequences
2023/06/05 by Minsu Kim, Kim, Minsu, Federico Berto +5 · 4 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Machine Learning in Bioinformatics #Quantitative Methods (q-bio.QM) #RNA and protein synthesis mechanisms
- Guided Trajectory Generation with Diffusion Models for Offline Model-based Optimization
2024/06/29 by Taeyoung Yun, Yun, Taeyoung, Sujin Yun +5 · 5 citations
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Control and Dynamics of Mobile Robots #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotic Path Planning Algorithms #Vehicle Dynamics and Control Systems
- Ensembling Prioritized Hybrid Policies for Multi-agent Pathfinding
2024/03/12 by Huijie Tang, Federico Berto, Tang, Huijie +3 · 4 citations
Computer Science · #Artificial Intelligence (cs.AI) #Digital Rights Management and Security #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multi-Agent Systems and Negotiation #Multiagent Systems (cs.MA) #Robotic Path Planning Algorithms #Robotics (cs.RO)
- Improved Off-policy Reinforcement Learning in Biological Sequence Design
2024/10/06 by Hyeonah Kim, Min‐Su Kim, Kim, Hyeonah +13 · 1 voice · 4 citations
Biochemistry, Genetics and Molecular Biology · #Microbial Metabolic Engineering and Bioproduction #Viral Infectious Diseases and Gene Expression in Insects #RNA and protein synthesis mechanisms
- PARCO: Parallel AutoRegressive Models for Multi-Agent Combinatorial Optimization
2024/09/05 by Federico Berto, Berto, Federico, Chuanbo Hua +15 · 6 citations
Computer Science · #Metaheuristic Optimization Algorithms Research #Multi-Agent Systems and Negotiation
- Learning to Sample Effective and Diverse Prompts for Text-to-Image Generation
2025/02/17 by Taeyoung Yun, Dinghuai Zhang, Yun, Taeyoung +5 · 8 citations
Computer Science · Psychology · #Video Analysis and Summarization #Multimodal Machine Learning Applications #Educational Games and Gamification
- Meta-SAGE: Scale Meta-Learning Scheduled Adaptation with Guided Exploration for Mitigating Scale Shift on Combinatorial Optimization
2023/06/05 by Jiwoo Son, Minsu Kim, Son, Jiwoo +5 · 2 citations
Computer Science · #Evolutionary Algorithms and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Reinforcement Learning in Robotics
- Symmetric Replay Training: Enhancing Sample Efficiency in Deep Reinforcement Learning for Combinatorial Optimization
2023/06/02 by Hyeonah Kim, Kim, Hyeonah, Minsu Kim +5 · 2 citations
Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Metaheuristic Optimization Algorithms Research
- Pessimistic Backward Policy for GFlowNets
2024/05/25 by Hyosoon Jang, Yunhui Jang, Jang, Hyosoon +7 · 3 citations
Computer Science · #Parallel Computing and Optimization Techniques #Caching and Content Delivery #Opportunistic and Delay-Tolerant Networks
- Multi-Agent Actor-Critic with Generative Cooperative Policy Network
2018/10/22 by Heechang Ryu, Hayong Shin, Ryu, Heechang +3 · 1 citation
Computer Science · Social Sciences · #Artificial Intelligence (cs.AI) #Distributed Control Multi-Agent Systems #Evolutionary Game Theory and Cooperation #FOS: Computer and information sciences #Multiagent Systems (cs.MA) #Reinforcement Learning in Robotics
- Genetic Algorithms with Neural Cost Predictor for Solving Hierarchical Vehicle Routing Problems
2023/10/22 by Abhay Sobhanan, Junyoung Park, Sobhanan, Abhay +5 · 2 citations
Engineering · #Advanced Manufacturing and Logistics Optimization #FOS: Computer and information sciences #Neural and Evolutionary Computing (cs.NE) #Optimization and Packing Problems #Vehicle Routing Optimization Methods
- Scalable Hybrid HMM with Gaussian Process Emission for Sequential\n Time-series Data Clustering
2020/01/07 by Yohan Jung, Jung, Yohan, Jinkyoo Park +1 · 1 citation
Computer Science · #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Time Series Analysis and Forecasting
- Optimal Energy Shaping via Neural Approximators
2021/01/14 by Stefano Massaroli, Massaroli, Stefano, Michael Poli +9 · 1 citation
Engineering · Neuroscience · #Advanced Memory and Neural Computing #Artificial Intelligence (cs.AI) #Dynamical Systems (math.DS) #EEG and Brain-Computer Interfaces #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Ferroelectric and Negative Capacitance Devices #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE) #Systems and Control (eess.SY) #electronic engineering #information engineering
- Differentiable Multiple Shooting Layers
2021/06/07 by Stefano Massaroli, Michael Poli, Massaroli, Stefano +11 · 1 citation
Computer Science · Physics and Astronomy · #Dynamical Systems (math.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Healthcare #Model Reduction and Neural Networks #Neural Networks and Applications #Optimization and Control (math.OC)
- A Neural Separation Algorithm for the Rounded Capacity Inequalities
2023/06/29 by Hyeonah Kim, Kim, Hyeonah, Jinkyoo Park +3 · 2 citations
Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Optimization and Control (math.OC) #Transportation and Mobility Innovations #Urban and Freight Transport Logistics #Vehicle Routing Optimization Methods
- DevFormer: A Symmetric Transformer for Context-Aware Device Placement
2022/05/26 by Haeyeon Kim, Kim, Haeyeon, Minsu Kim +6 · 2 citations
Engineering · Computer Science · #VLSI and FPGA Design Techniques #Ferroelectric and Negative Capacitance Devices #Embedded Systems Design Techniques
- Meta-SysId: A Meta-Learning Approach for Simultaneous Identification and Prediction
2022/06/01 by Jun-Young Park, Park, Junyoung, Federico Berto +7 · 1 citation
Computer Science · Engineering · #Anomaly Detection Techniques and Applications #Data Stream Mining Techniques #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG)
- Decoupled Sequence and Structure Generation for Realistic Antibody Design
2024/02/08 by Nayoung Kim, Minsu Kim, Sungsoo Ahn +1 · 1 voice · 1 citation
#q-bio.QM #cs.LG
- Port-Hamiltonian Approach to Neural Network Training
2019/09/06 by Stefano Massaroli, Michael Poli, Massaroli, Stefano +11 · 1 citation
Biochemistry, Genetics and Molecular Biology · Engineering · Physics and Astronomy · #Advanced Electron Microscopy Techniques and Applications #Control and Stability of Dynamical Systems #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Neural and Evolutionary Computing (cs.NE) #Systems and Control (eess.SY) #electronic engineering #information engineering
- RRNCO: Towards Real-World Routing with Neural Combinatorial Optimization
2025/03/20 by Jiwoo Son, Son, Jiwoo, Zhikai Zhao +10 · 4 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Mobile Agent-Based Network Management
- Learning Efficient Surrogate Dynamic Models with Graph Spline Networks
2023/10/25 by Chuanbo Hua, Federico Berto, Hua, Chuanbo +7 · 1 citation
Computer Science · Engineering · Physics and Astronomy · #Energy Load and Power Forecasting #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Numerical Analysis (math.NA) #Solar Radiation and Photovoltaics
- Robust Driving Policy Learning with Guided Meta Reinforcement Learning
2023/07/19 by Kanghoon Lee, Jiachen Li, Lee, Kanghoon +9 · 1 citation
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Autonomous Vehicle Technology and Safety #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multiagent Systems (cs.MA) #Reinforcement Learning in Robotics #Robotics (cs.RO) #Traffic control and management
- Neural Genetic Search in Discrete Spaces
2025/02/09 by Hyeonah Kim, Kim, Hyeonah, Sanghyeok Choi +7 · 3 citations
Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications #Neural and Evolutionary Computing (cs.NE)
- TrajEvo: Designing Trajectory Prediction Heuristics via LLM-driven Evolution
2025/05/07 by Zhikai Zhao, Chuanbo Hua, Zhao, Zhikai +11 · 4 citations
Engineering · Social Sciences · #Autonomous Vehicle Technology and Safety #Human Mobility and Location-Based Analysis #Automated Road and Building Extraction
- CAMP: Collaborative Attention Model with Profiles for Vehicle Routing Problems
2025/01/06 by Chuanbo Hua, Federico Berto, Hua, Chuanbo +8 · 2 citations
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Multiagent Systems (cs.MA) #Semantic Web and Ontologies #Service-Oriented Architecture and Web Services #Vehicle Routing Optimization Methods