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Zhiguang Cao
标题
引用次数
年份
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, ...
https://arxiv.org/abs/2306.17100, 2024
82024
The green vehicle routing problem with dynamic speed on steep roads
J Xiao, X Liu, H Zhang, Z Cao, L Kang, Y Niu
Computers & Operations Research, 2024
2024
Hierarchical Neural Constructive Solver for Real-world TSP Scenarios
YL Goh, Z Cao, Y Ma, Y Dong, MH Dupty, WS Lee
30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (SIGKDD), 2024
2024
MVMoE: Multi-Task Vehicle Routing Solver with Mixture-of-Experts
J Zhou, Z Cao, Y Wu, W Song, Y Ma, J Zhang, C Xu
International Conference on Machine Learning (ICML), 2024
42024
Adaptive Stabilization Based on Machine Learning for Column Generation
Y Shen, Y Sun, X Li, Z Cao, A Eberhard, G Zhang
International Conference on Machine Learning (ICML), 2024
2024
Learning Topological Representations with Bidirectional Graph Attention Network for Solving Job Shop Scheduling Problem
C Zhang, Z Cao, Y Wu, W Song, J Sun
The Conference on Uncertainty in Artificial Intelligence (UAI), 2024
12024
Cross-Problem Learning for Solving Vehicle Routing Problems
Z Lin, Y Wu, B Zhou, Z Cao, W Song, Y Zhang, S Jayavelu
International Joint Conference on Artificial Intelligence (IJCAI), 2024
22024
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
22024
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
32024
Dynamic Algorithm Selection via Reinforcement Learning: A Case Study on Differential Evolution
H Guo, Y Ma, Z Ma, J Chen, X Zhang, Z Cao, Y Gong, J Zhang
IEEE Transactions on Systems, Man and Cybernetics: Systems, 2024
2024
Reevo: Large language models as hyper-heuristics with reflective evolution
H Ye, J Wang, Z Cao, G Song
arXiv preprint arXiv:2402.01145, 2024
82024
Deep Reinforcement Learning for Solving Vehicle Routing Problems with Backhauls
C Wang, Z Cao, Y Wu, L Teng, G Wu
IEEE Transactions on Neural Networks and Learning Systems, 2024
2024
Conditional Neural Heuristic for Multi-objective Vehicle Routing Problems
M Fan, Y Wu, Z Cao, W Song, G Sartoretti, H Liu, G Wu
IEEE Transactions on Neural Networks and Learning Systems, 2024
2024
SEGAC: Sample Efficient Generalized Actor Critic for the Stochastic On-Time Arrival Problem
H Guo, Z He, W Sheng, Z Cao, Y Zhou, W Gao
IEEE Transactions on Intelligent Transportation Systems, 2024
12024
DL-DRL: A double-layer deep reinforcement learning approach for large-scale task scheduling of multi-UAV
X Mao, G Wu, M Fan, Z Cao, W Pedrycz
IEEE Transactions on Automation Science and Engineering, 2024
32024
Deep Reinforcement Learning Guided Improvement Heuristic for Job Shop Scheduling
C Zhang, Z Cao, W Song, Y Wu, J Zhang
International Conference on Learning Representations (ICLR), 2024
42024
Collaborative Deep Reinforcement Learning for Solving Multi-Objective Vehicle Routing Problems
Y Wu, M Fan, Z Cao, R Gao, Y Hou, G Sartoretti
23rd International Conference on Autonomous Agents and Multi-Agent Systems …, 2024
12024
GLOP: Learning Global Partition and Local Construction for Solving Large-scale Routing Problems in Real Time
H Ye, J Wang, H Liang, Z Cao, Y Li, F Li
38th AAAI Conference on Artificial Intelligence (AAAI), 2024
122024
Cooperative Trucks and Drones for Rural Last-Mile Delivery with Steep Roads
J Xiao, Y Li, Z Cao, J Xiao
Computers & Industrial Engineering, 2023
52023
MetaBox: A Benchmark Platform for Meta-Black-Box Optimization with Reinforcement Learning
Z Ma, H Guo, J Chen, Z Li, G Peng, Y Gong, Y Ma, Z Cao
Advances in Neural Information Processing Systems (NeurIPS), 2023
42023
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