Federico Berto
- RL4CO: an Extensive Reinforcement Learning for Combinatorial Optimization Benchmark
2023/06/29 by Federico Berto, Berto, Federico, Chuanbo Hua +39 · 19 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 · 15 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
- Bootstrapped Training of Score-Conditioned Generator for Offline Design of Biological Sequences
2023/06/05 by Minsu Kim, Kim, Minsu, Federico Berto +5 · 3 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
- PARCO: Parallel AutoRegressive Models for Multi-Agent Combinatorial Optimization
2024/09/05 by Federico Berto, Chuanbo Hua, Berto, Federico +15 · 4 citations
Computer Science · #Metaheuristic Optimization Algorithms Research #Multi-Agent Systems and Negotiation
- RRNCO: Towards Real-World Routing with Neural Combinatorial Optimization
2025/03/20 by Jiwoo Son, Son, Jiwoo, Zhikai Zhao +10 · 3 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Mobile Agent-Based Network Management
- TrajEvo: Designing Trajectory Prediction Heuristics via LLM-driven Evolution
2025/05/07 by Zhikai Zhao, Zhao, Zhikai, Chuanbo Hua +11 · 2 citations
Engineering · Social Sciences · #Autonomous Vehicle Technology and Safety #Human Mobility and Location-Based Analysis #Automated Road and Building Extraction