Federico Berto

30 papers A* 8A 3Journal 18Unranked 1
YearRankTypeTitle / Venue / Authors
2026 J jnl
JudgeFlow: Agentic Workflow Optimization via Block Judge.
CoRR
Zihan Ma, Zhikai Zhao, Chuanbo Hua, Federico Berto, Jinkyoo Park
2026 A* conf
TrajEvo: Trajectory Prediction Heuristics Design via LLM-driven Evolution.
AAAI
Zhikai Zhao, Chuanbo Hua, Federico Berto, Kanghoon Lee, Zihan Ma, Jiachen Li, Jinkyoo Park
2026 A* conf
USPR: Learning a Unified Solver for Profiled Routing.
AAAI
Chuanbo Hua, Federico Berto, Zhikai Zhao, Jiwoo Son, Changhyun Kwon, Jinkyoo Park
2025 A conf
CAMP: Collaborative Attention Model with Profiles for Vehicle Routing Problems.
AAMAS
Chuanbo Hua, Federico Berto, Jiwoo Son, Seunghyun Kang, Changhyun Kwon, Jinkyoo Park
2025 J jnl
CAMP: Collaborative Attention Model with Profiles for Vehicle Routing Problems.
CoRR
Chuanbo Hua, Federico Berto, Jiwoo Son, Seunghyun Kang, Changhyun Kwon, Jinkyoo Park
2025 J jnl
Neural Combinatorial Optimization for Real-World Routing.
CoRR
Jiwoo Son, Zhikai Zhao, Federico Berto, Chuanbo Hua, Changhyun Kwon, Jinkyoo Park
2025 — conf
RL4CO: An Extensive Reinforcement Learning for Combinatorial Optimization Benchmark.
KDD (2)
Federico Berto, Chuanbo Hua, Junyoung Park, Laurin Luttmann, Yining Ma, Fanchen Bu, Jiarui Wang, Haoran Ye, Minsu Kim, Sanghyeok Choi, Nayeli Gast Zepeda, André Hottung, Jianan Zhou, Jieyi Bi, Yu Hu, Fei Liu, Hyeonah Kim, Jiwoo Son, Haeyeon Kim, Davide Angioni, Wouter Kool, Zhiguang Cao, Qingfu Zhang, Joungho Kim, Jie Zhang, Kijung Shin, Cathy Wu, Sungsoo Ahn, Guojie Song, Changhyun Kwon, Kevin Tierney, Lin Xie, Jinkyoo Park
2025 J jnl
RouteFinder: Towards Foundation Models for Vehicle Routing Problems.
Trans. Mach. Learn. Res.
Federico Berto, Chuanbo Hua, Nayeli Gast Zepeda, André Hottung, Niels A. Wouda, Leon Lan, Junyoung Park, Kevin Tierney, Jinkyoo Park
2025 J jnl
TrajEvo: Designing Trajectory Prediction Heuristics via LLM-driven Evolution.
CoRR
Zhikai Zhao, Chuanbo Hua, Federico Berto, Kanghoon Lee, Zihan Ma, Jiachen Li, Jinkyoo Park
2025 J jnl
TrajEvo: Trajectory Prediction Heuristics Design via LLM-driven Evolution.
CoRR
Zhikai Zhao, Chuanbo Hua, Federico Berto, Kanghoon Lee, Zihan Ma, Jiachen Li, Jinkyoo Park
2025 J jnl
USPR: Learning a Unified Solver for Profiled Routing.
CoRR
Chuanbo Hua, Federico Berto, Zhikai Zhao, Jiwoo Son, Changhyun Kwon, Jinkyoo Park
2025 J jnl
VRPAgent: LLM-Driven Discovery of Heuristic Operators for Vehicle Routing Problems.
CoRR
André Hottung, Federico Berto, Chuanbo Hua, Nayeli Gast Zepeda, Daniel Wetzel, Michael Römer, Haoran Ye, Davide Zago, Michael Poli, Stefano Massaroli, Jinkyoo Park, Kevin Tierney
2024 A conf
Ensembling Prioritized Hybrid Policies for Multi-agent Pathfinding.
IROS
Huijie Tang, Federico Berto, Jinkyoo Park
2024 J jnl
Ensembling Prioritized Hybrid Policies for Multi-agent Pathfinding.
CoRR
Huijie Tang, Federico Berto, Jinkyoo Park
2024 A conf
HiMAP: Learning Heuristics-Informed Policies for Large-Scale Multi-Agent Pathfinding.
AAMAS
Huijie Tang, Federico Berto, Zihan Ma, Chuanbo Hua, Kyuree Ahn, Jinkyoo Park
2024 J jnl
HiMAP: Learning Heuristics-Informed Policies for Large-Scale Multi-Agent Pathfinding.
CoRR
Huijie Tang, Federico Berto, Zihan Ma, Chuanbo Hua, Kyuree Ahn, Jinkyoo Park
2024 J jnl
PARCO: Learning Parallel Autoregressive Policies for Efficient Multi-Agent Combinatorial Optimization.
CoRR
Federico Berto, Chuanbo Hua, Laurin Luttmann, Jiwoo Son, Junyoung Park, Kyuree Ahn, Changhyun Kwon, Lin Xie, Jinkyoo Park
2024 A* conf
ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution.
NeurIPS
Haoran Ye, Jiarui Wang, Zhiguang Cao, Federico Berto, Chuanbo Hua, Haeyeon Kim, Jinkyoo Park, Guojie Song
2024 J jnl
RouteFinder: Towards Foundation Models for Vehicle Routing Problems.
CoRR
Federico Berto, Chuanbo Hua, Nayeli Gast Zepeda, André Hottung, Niels A. Wouda, Leon Lan, Kevin Tierney, Jinkyoo Park
2023 A* conf
Bootstrapped Training of Score-Conditioned Generator for Offline Design of Biological Sequences.
NeurIPS
Minsu Kim, Federico Berto, Sungsoo Ahn, Jinkyoo Park
2023 J jnl
Bootstrapped Training of Score-Conditioned Generator for Offline Design of Biological Sequences.
CoRR
Minsu Kim, Federico Berto, Sungsoo Ahn, Jinkyoo Park
2023 A* conf
DevFormer: A Symmetric Transformer for Context-Aware Device Placement.
ICML
Haeyeon Kim, Minsu Kim, Federico Berto, Joungho Kim, Jinkyoo Park
2023 A* conf
Learning Efficient Surrogate Dynamic Models with Graph Spline Networks.
NeurIPS
Chuanbo Hua, Federico Berto, Michael Poli, Stefano Massaroli, Jinkyoo Park
2023 J jnl
Learning Efficient Surrogate Dynamic Models with Graph Spline Networks.
CoRR
Chuanbo Hua, Federico Berto, Michael Poli, Stefano Massaroli, Jinkyoo Park
2023 J jnl
RL4CO: an Extensive Reinforcement Learning for Combinatorial Optimization Benchmark.
CoRR
Federico Berto, Chuanbo Hua, Junyoung Park, Minsu Kim, Hyeonah Kim, Jiwoo Son, Haeyeon Kim, Joungho Kim, Jinkyoo Park
2022 J jnl
Meta-SysId: A Meta-Learning Approach for Simultaneous Identification and Prediction.
CoRR
Junyoung Park, Federico Berto, Arec L. Jamgochian, Mykel J. Kochenderfer, Jinkyoo Park
2022 A* conf
Neural Solvers for Fast and Accurate Numerical Optimal Control.
ICLR
Federico Berto, Stefano Massaroli, Michael Poli, Jinkyoo Park
2022 J jnl
Neural Solvers for Fast and Accurate Numerical Optimal Control.
CoRR
Federico Berto, Stefano Massaroli, Michael Poli, Jinkyoo Park
2022 A* conf
Transform Once: Efficient Operator Learning in Frequency Domain.
NeurIPS
Michael Poli, Stefano Massaroli, Federico Berto, Jinkyoo Park, Tri Dao, Christopher Ré, Stefano Ermon
2022 J jnl
Transform Once: Efficient Operator Learning in Frequency Domain.
CoRR
Michael Poli, Stefano Massaroli, Federico Berto, Jinkyoo Park, Tri Dao, Christopher Ré, Stefano Ermon