| LLaMoCo: Instruction Tuning of Large Language Models for Optimization Code Generation Z Ma, H Guo, J Chen, G Peng, Z Cao, Y Ma, YJ Gong arXiv preprint arXiv:2403.01131, 2024 | 18 | 2024 |
| MetaBox: a benchmark platform for meta-black-box optimization with reinforcement learning Z Ma, H Guo, J Chen, Z Li, G Peng, YJ Gong, Y Ma, Z Cao Advances in Neural Information Processing Systems 36, 2024 | 16 | 2024 |
| Deep Reinforcement Learning for Dynamic Algorithm Selection: A Proof-of-Principle Study on Differential Evolution H Guo, Y Ma, Z Ma, J Chen, X Zhang, Z Cao, J Zhang, YJ Gong IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2024 | 12 | 2024 |
| Symbol: Generating Flexible Black-Box Optimizers through Symbolic Equation Learning J Chen, Z Ma, H Guo, Y Ma, J Zhang, YJ Gong arXiv preprint arXiv:2402.02355, 2024 | 9 | 2024 |
| Auto-configuring exploration-exploitation tradeoff in evolutionary computation via deep reinforcement learning Z Ma, J Chen, H Guo, Y Ma, YJ Gong Proceedings of the Genetic and Evolutionary Computation Conference, 1497-1505, 2024 | 5 | 2024 |
| Rlemmo: Evolutionary multimodal optimization assisted by deep reinforcement learning H Lian, Z Ma, H Guo, T Huang, YJ Gong Proceedings of the Genetic and Evolutionary Computation Conference, 683-693, 2024 | 4 | 2024 |
| Neural exploratory landscape analysis Z Ma, J Chen, H Guo, YJ Gong arXiv preprint arXiv:2408.10672, 2024 | 3 | 2024 |
| An efficient computational approach for automatic itinerary planning on web servers Z Ma, H Guo, Y Gui, YJ Gong Proceedings of the Genetic and Evolutionary Computation Conference, 991-999, 2021 | 3 | 2021 |
| Toward Automated Algorithm Design: A Survey and Practical Guide to Meta-Black-Box-Optimization Z Ma, H Guo, YJ Gong, J Zhang, KC Tan arXiv preprint arXiv:2411.00625, 2024 | 1 | 2024 |
| ConfigX: Modular Configuration for Evolutionary Algorithms via Multitask Reinforcement Learning H Guo, Z Ma, J Chen, Y Ma, Z Cao, X Zhang, YJ Gong arXiv preprint arXiv:2412.07507, 2024 | | 2024 |
| A High-Performance Tensorial Evolutionary Computation for Solving Spatial Optimization Problems SC Lei, HS Guo, XL Xiao, YJ Gong, J Zhang International Conference on Neural Information Processing, 340-351, 2023 | | 2023 |
| Meta-Black-Box-Optimization through Offline Q-function Learning with Mamba Architecture Z Ma, H Guo, Z Jiang, Z Cao, YJ Gong | | |
