Federico Berto

Publication Activity (10 Years)

Years Active: 2022-2024
Publications (10 Years): 15

Top Topics

Frequency Domain

Combinatorial Optimization

Reinforcement Learning

Top Venues

Publications

Huijie Tang, Federico Berto, Jinkyoo Park
Ensembling Prioritized Hybrid Policies for Multi-agent Pathfinding. CoRR (2024)
Federico Berto, Chuanbo Hua, Nayeli Gast Zepeda, André Hottung, Niels A. Wouda, Leon Lan, Kevin Tierney, Jinkyoo Park
RouteFinder: Towards Foundation Models for Vehicle Routing Problems. CoRR (2024)
Huijie Tang, Federico Berto, Zihan Ma, Chuanbo Hua, Kyuree Ahn, Jinkyoo Park
HiMAP: Learning Heuristics-Informed Policies for Large-Scale Multi-Agent Pathfinding. AAMAS (2024)
Huijie Tang, Federico Berto, Zihan Ma, Chuanbo Hua, Kyuree Ahn, Jinkyoo Park
HiMAP: Learning Heuristics-Informed Policies for Large-Scale Multi-Agent Pathfinding. CoRR (2024)
Chuanbo Hua, Federico Berto, Michael Poli, Stefano Massaroli, Jinkyoo Park
Learning Efficient Surrogate Dynamic Models with Graph Spline Networks. CoRR (2023)
Chuanbo Hua, Federico Berto, Michael Poli, Stefano Massaroli, Jinkyoo Park
Learning Efficient Surrogate Dynamic Models with Graph Spline Networks. NeurIPS (2023)
Federico Berto, Chuanbo Hua, Junyoung Park, Minsu Kim, Hyeonah Kim, Jiwoo Son, Haeyeon Kim, Joungho Kim, Jinkyoo Park
RL4CO: an Extensive Reinforcement Learning for Combinatorial Optimization Benchmark. CoRR (2023)
Minsu Kim, Federico Berto, Sungsoo Ahn, Jinkyoo Park
Bootstrapped Training of Score-Conditioned Generator for Offline Design of Biological Sequences. NeurIPS (2023)
Haeyeon Kim, Minsu Kim, Federico Berto, Joungho Kim, Jinkyoo Park
DevFormer: A Symmetric Transformer for Context-Aware Device Placement. ICML (2023)
Minsu Kim, Federico Berto, Sungsoo Ahn, Jinkyoo Park
Bootstrapped Training of Score-Conditioned Generator for Offline Design of Biological Sequences. CoRR (2023)
Federico Berto, Stefano Massaroli, Michael Poli, Jinkyoo Park
Neural Solvers for Fast and Accurate Numerical Optimal Control. ICLR (2022)
Michael Poli, Stefano Massaroli, Federico Berto, Jinkyoo Park, Tri Dao, Christopher Ré, Stefano Ermon
Transform Once: Efficient Operator Learning in Frequency Domain. NeurIPS (2022)
Federico Berto, Stefano Massaroli, Michael Poli, Jinkyoo Park
Neural Solvers for Fast and Accurate Numerical Optimal Control. CoRR (2022)
Michael Poli, Stefano Massaroli, Federico Berto, Jinkyoo Park, Tri Dao, Christopher Ré, Stefano Ermon
Transform Once: Efficient Operator Learning in Frequency Domain. CoRR (2022)
Junyoung Park, Federico Berto, Arec L. Jamgochian, Mykel J. Kochenderfer, Jinkyoo Park
Meta-SysId: A Meta-Learning Approach for Simultaneous Identification and Prediction. CoRR (2022)