Search Results for author: Jianan Zhou

Found 4 papers, 4 papers with code

Date Published Github Stars

Towards Omni-generalizable Neural Methods for Vehicle Routing Problems

1 code implementation • 31 May 2023 • Jianan Zhou, Yaoxin Wu, Wen Song, Zhiguang Cao, Jie Zhang

Learning heuristics for vehicle routing problems (VRPs) has gained much attention due to the less reliance on hand-crafted rules.

Combinatorial Optimization Meta-Learning +1

29
Paper
Code

Neural Airport Ground Handling

1 code implementation • 4 Mar 2023 • Yaoxin Wu, Jianan Zhou, Yunwen Xia, Xianli Zhang, Zhiguang Cao, Jie Zhang

Airport ground handling (AGH) offers necessary operations to flights during their turnarounds and is of great importance to the efficiency of airport management and the economics of aviation.

Combinatorial Optimization Reinforcement Learning (RL) +1

17
Paper
Code

Learning Large Neighborhood Search for Vehicle Routing in Airport Ground Handling

1 code implementation • 27 Feb 2023 • Jianan Zhou, Yaoxin Wu, Zhiguang Cao, Wen Song, Jie Zhang, Zhenghua Chen

Dispatching vehicle fleets to serve flights is a key task in airport ground handling (AGH).

Combinatorial Optimization Imitation Learning +2

17
Paper
Code

Adversarial Training with Complementary Labels: On the Benefit of Gradually Informative Attacks

1 code implementation • 1 Nov 2022 • Jianan Zhou, Jianing Zhu, Jingfeng Zhang, Tongliang Liu, Gang Niu, Bo Han, Masashi Sugiyama

Adversarial training (AT) with imperfect supervision is significant but receives limited attention.

Adversarial Robustness Pseudo Label

13
Paper
Code
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