Federico Berto

According to our database, Federico Berto authored at least 11 papers between 2022 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

PARCO: Learning Parallel Autoregressive Policies for Efficient Multi-Agent Combinatorial Optimization.

Federico Berto, Chuanbo Hua, Laurin Luttmann, Jiwoo Son, Junyoung Park, Kyuree Ahn, Changhyun Kwon, Lin Xie, Jinkyoo Park

CoRR, 2024

RouteFinder: Towards Foundation Models for Vehicle Routing Problems.

Federico Berto, Chuanbo Hua, Nayeli Gast Zepeda, André Hottung, Niels A. Wouda, Leon Lan, Kevin Tierney, Jinkyoo Park

CoRR, 2024

Ensembling Prioritized Hybrid Policies for Multi-agent Pathfinding.

Huijie Tang, Federico Berto, Jinkyoo Park

CoRR, 2024

HiMAP: Learning Heuristics-Informed Policies for Large-Scale Multi-Agent Pathfinding.

Huijie Tang, Federico Berto, Zihan Ma, Chuanbo Hua, Kyuree Ahn, Jinkyoo Park

Proceedings of the 23rd International Conference on Autonomous Agents and Multiagent Systems, 2024

2023

RL4CO: an Extensive Reinforcement Learning for Combinatorial Optimization Benchmark.

Federico Berto, Chuanbo Hua, Junyoung Park, Minsu Kim, Hyeonah Kim, Jiwoo Son, Haeyeon Kim, Joungho Kim, Jinkyoo Park

CoRR, 2023

Bootstrapped Training of Score-Conditioned Generator for Offline Design of Biological Sequences.

Minsu Kim, Federico Berto, Sungsoo Ahn, Jinkyoo Park

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

Learning Efficient Surrogate Dynamic Models with Graph Spline Networks.

Chuanbo Hua, Federico Berto, Michael Poli, Stefano Massaroli, Jinkyoo Park

Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023

DevFormer: A Symmetric Transformer for Context-Aware Device Placement.

Haeyeon Kim, Minsu Kim, Federico Berto, Joungho Kim, Jinkyoo Park

Proceedings of the International Conference on Machine Learning, 2023

2022

Meta-SysId: A Meta-Learning Approach for Simultaneous Identification and Prediction.

Junyoung Park, Federico Berto, Arec L. Jamgochian, Mykel J. Kochenderfer, Jinkyoo Park

CoRR, 2022

Transform Once: Efficient Operator Learning in Frequency Domain.

Michael Poli, Stefano Massaroli, Federico Berto, Jinkyoo Park, Tri Dao, Christopher Ré, Stefano Ermon

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Neural Solvers for Fast and Accurate Numerical Optimal Control.

Federico Berto, Stefano Massaroli, Michael Poli, Jinkyoo Park

Proceedings of the Tenth International Conference on Learning Representations, 2022