Suivre
Federico Berto
Titre
Citée par
Citée par
Année
Large Language Models as Hyper-Heuristics for Combinatorial Optimization
H Ye, J Wang, Z Cao, F Berto, C Hua, H Kim, J Park, G Song
arXiv preprint arXiv:2402.01145, 2024
41*2024
RL4CO: an Extensive Reinforcement Learning for Combinatorial Optimization Benchmark
F Berto, C Hua, J Park, L Luttmann, Y Ma, F Bu, J Wang, H Ye, M Kim, ...
arXiv preprint arXiv:2306.17100, 2024
28*2024
Transform once: Efficient operator learning in frequency domain
M Poli, S Massaroli, F Berto, J Park, T Dao, C Ré, S Ermon
Advances in Neural Information Processing Systems 35, 7947-7959, 2022
202022
DevFormer: A Symmetric Transformer for Context-Aware Device Placement
H Kim, M Kim, F Berto, J Kim, J Park
Proceedings of the 40th International Conference on Machine Learning 202 …, 2023
182023
Bootstrapped Training of Score-Conditioned Generator for Offline Design of Biological Sequences
M Kim, F Berto, S Ahn, J Park
Advances in Neural Information Processing Systems, NeurIPS 2023, 2023
132023
RouteFinder: Towards Foundation Models for Vehicle Routing Problems
F Berto, C Hua, NG Zepeda, A Hottung, N Wouda, L Lan, K Tierney, ...
ICML 2024 FM-Wild Workshop Oral, 2024
112024
Neural Solvers for Fast and Accurate Numerical Optimal Control
F Berto, S Massaroli, M Poli, J Park
International Conference on Learning Representations, ICLR 2022, 2022
62022
HiMAP: Learning Heuristics-Informed Policies for Large-Scale Multi-Agent Pathfinding
H Tang, F Berto, Z Ma, C Hua, K Ahn, J Park
AAMAS 2024, 2024
52024
Meta-sysid: A meta-learning approach for simultaneous identification and prediction
J Park, F Berto, A Jamgochian, MJ Kochenderfer, J Park
arXiv preprint arXiv:2206.00694, 2022
42022
Ensembling Prioritized Hybrid Policies for Multi-agent Pathfinding
H Tang, F Berto, J Park
IROS 2024, 2024
22024
Learning efficient surrogate dynamic models with graph spline networks
F Berto, C Hua, M Poli, S Massaroli, J Park
Proceedings of the 37th International Conference on Neural Information …, 2023
2*2023
Parco: Learning parallel autoregressive policies for efficient multi-agent combinatorial optimization
F Berto, C Hua, L Luttmann, J Son, J Park, K Ahn, C Kwon, L Xie, J Park
arXiv preprint arXiv:2409.03811, 2024
12024
CAMP: Collaborative Attention Model with Profiles for Vehicle Routing Problems
C Hua, F Berto, J Son, S Kang, C Kwon, J Park
AAMAS 2025, 2025
2025
First-order Context-based Adaptation for Generalizing to New Dynamical Systems
J Park, F Berto, A Jamgochian, M Kochenderfer, J Park
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