@inproceedings{berto2023rl4co,title={{RL}4{CO}: a Unified Reinforcement Learning for Combinatorial Optimization Library},author={Berto*, Federico and Hua*, Chuanbo and Park*, Junyoung and Kim, Minsu and Kim, Hyeonah and Son, Jiwoo and Kim, Haeyeon and Kim, Joungho and Park, Jinkyoo},booktitle={NeurIPS 2023 Workshop: New Frontiers in Graph Learning},year={2023},url={https://openreview.net/forum?id=YXSJxi8dOV},note={\url{https://github.com/ai4co/rl4co}},award={Oral},}
NeurIPS
Learning Efficient Surrogate Dynamic Models with Graph Spline Networks
@article{hua2023learning,title={Learning Efficient Surrogate Dynamic Models with Graph Spline Networks},author={Hua*, Chuanbo and Berto*, Federico and Poli, Michael and Massaroli, Stefano and Park, Jinkyoo},journal={Advances in Neural Information Processing Systems, NeurIPS},year={2023},}
NeurIPS
Bootstrapped Training of Score-Conditioned Generator for Offline Design of Biological Sequences
@inproceedings{kim2023bootstrapped,title={Bootstrapped Training of Score-Conditioned Generator for Offline Design of Biological Sequences},author={Kim, Minsu and Berto, Federico and Ahn, Sungsoo and Park, Jinkyoo},journal={Advances in Neural Information Processing Systems, NeurIPS},year={2023},}
ICML
DevFormer: a symmetric transformer for context-aware device placement
Haeyeon Kim*, Minsu Kim*, Federico Berto, and 2 more authors
In International Conference on Machine Learning 2023
@inproceedings{kim2023devformer,title={DevFormer: a symmetric transformer for context-aware device placement},author={Kim*, Haeyeon and Kim*, Minsu and Berto, Federico and Kim, Joungho and Park, Jinkyoo},booktitle={International Conference on Machine Learning},pages={16541--16566},year={2023},journal={International Conference on Machine Learning},organization={PMLR},}
2022
NeurIPS
Transform Once: Efficient Operator Learning in Frequency Domain
@article{poli2022transform,title={Transform Once: Efficient Operator Learning in Frequency Domain},author={Poli*, Michael and Massaroli*, Stefano and Berto*, Federico and Park, Jinkyoo and Dao, Tri and Re, Christopher and Ermon, Stefano},journal={Advances in Neural Information Processing Systems, NeurIPS},volume={35},year={2022},}
Meta-SysId: A Meta-Learning Approach for Simultaneous Identification and Prediction
Junyoung Park, Federico Berto, Arec Jamgochian, and 2 more authors
@article{park2022metasysid,doi={10.48550/ARXIV.2206.00694},author={Park, Junyoung and Berto, Federico and Jamgochian, Arec and Kochenderfer, Mykel J. and Park, Jinkyoo},keywords={Machine Learning (cs.LG), FOS: Computer and information sciences, FOS: Computer and information sciences},title={Meta-SysId: A Meta-Learning Approach for Simultaneous Identification and Prediction},journal={arXiv preprint arXiv:2206.00694},year={2022},copyright={arXiv.org perpetual, non-exclusive license}}
ICLR
Neural Solvers for Fast and Accurate Numerical Optimal Control
@article{berto2022neural,title={Neural Solvers for Fast and Accurate Numerical Optimal Control},author={Berto, Federico and Massaroli, Stefano and Poli, Michael and Park, Jinkyoo},journal={International Conference on Learning Representations},year={2022},url={https://openreview.net/forum?id=m8bypnj7Yl5},}