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Federico Berto
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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
142022
RL4CO: a Unified Reinforcement Learning for Combinatorial Optimization Library
F Berto, C Hua, J Park, M Kim, H Kim, J Son, H Kim, J Kim, J Park
NeurIPS 2023 Workshop: New Frontiers in Graph Learning (Oral), 2023
7*2023
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
52022
Learning Efficient Surrogate Dynamic Models with Graph Spline Networks
C Hua, F Berto, M Poli, S Massaroli, J Park
Advances in Neural Information Processing Systems, NeurIPS 2023, 2023
3*2023
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
32023
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
32023
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
32022
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
12024
Ensembling Prioritized Hybrid Policies for Multi-agent Pathfinding
H Tang, F Berto, J Park
arXiv preprint arXiv:2403.07559, 2024
2024
First-order Context-based Adaptation for Generalizing to New Dynamical Systems
J Park, F Berto, A Jamgochian, M Kochenderfer, J Park
2022
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Articles 1–10