Berto, Federico

14 publications

NeurIPS 2025 PARCO: Parallel AutoRegressive Models for Multi-Agent Combinatorial Optimization Federico Berto, Chuanbo Hua, Laurin Luttmann, Jiwoo Son, Junyoung Park, Kyuree Ahn, Changhyun Kwon, Lin Xie, Jinkyoo Park

TMLR 2025 RouteFinder: Towards Foundation Models for Vehicle Routing Problems Federico Berto, Chuanbo Hua, Nayeli Gast Zepeda, André Hottung, Niels Wouda, Leon Lan, Junyoung Park, Kevin Tierney, Jinkyoo Park

NeurIPS 2024 ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution Haoran Ye, Jiarui Wang, Zhiguang Cao, Federico Berto, Chuanbo Hua, Haeyeon Kim, Jinkyoo Park, Guojie Song

ICMLW 2024 RouteFinder: Towards Foundation Models for Vehicle Routing Problems Federico Berto, Chuanbo Hua, Nayeli Gast Zepeda, André Hottung, Niels Wouda, Leon Lan, Kevin Tierney, Jinkyoo Park

NeurIPS 2023 Bootstrapped Training of Score-Conditioned Generator for Offline Design of Biological Sequences Minsu Kim, Federico Berto, Sungsoo Ahn, Jinkyoo Park

ICMLW 2023 Bootstrapped Training of Score-Conditioned Generator for Offline Design of Biological Sequences Minsu Kim, Federico Berto, Sungsoo Ahn, Jinkyoo Park

ICML 2023 DevFormer: A Symmetric Transformer for Context-Aware Device Placement Haeyeon Kim, Minsu Kim, Federico Berto, Joungho Kim, Jinkyoo Park

NeurIPS 2023 Learning Efficient Surrogate Dynamic Models with Graph Spline Networks Chuanbo Hua, Federico Berto, Michael Poli, Stefano Massaroli, Jinkyoo Park

NeurIPSW 2023 RL4CO: A Unified Reinforcement Learning for Combinatorial Optimization Library Federico Berto, Chuanbo Hua, Junyoung Park, Minsu Kim, Hyeonah Kim, Jiwoo Son, Haeyeon Kim, Joungho Kim, Jinkyoo Park

ICMLW 2022 Efficient Continuous Spatio-Temporal Simulation with Graph Spline Networks Chuanbo Hua, Federico Berto, Michael Poli, Stefano Massaroli, Jinkyoo Park

ICLR 2022 Neural Solvers for Fast and Accurate Numerical Optimal Control Federico Berto, Stefano Massaroli, Michael Poli, Jinkyoo Park

NeurIPS 2022 Transform Once: Efficient Operator Learning in Frequency Domain Michael Poli, Stefano Massaroli, Federico Berto, Jinkyoo Park, Tri Dao, Christopher Ré, Stefano Ermon

ICMLW 2022 Transform Once: Efficient Operator Learning in Frequency Domain Michael Poli, Stefano Massaroli, Federico Berto, Jinkyoo Park, Tri Dao, Christopher Re, Stefano Ermon

NeurIPSW 2021 Neural Solvers for Fast and Accurate Numerical Optimal Control Federico Berto, Stefano Massaroli, Michael Poli, Jinkyoo Park