Online 3D Bin Packing with Constrained Deep Reinforcement Learning

26 June 2020

Hang Zhao

Chenyang Zhu

Kai Xu

Papers citing "Online 3D Bin Packing with Constrained Deep Reinforcement Learning"

29 / 29 papers shown

Title
Learning Virtual Machine Scheduling in Cloud Computing through Language Agents JieHao Wu Ziwei Wang Junjie Sheng Wenhao Li Xiangfeng Wang Jun Luo 38 0 0 15 May 2025
Deliberate Planning of 3D Bin Packing on Packing Configuration Trees Hang Zhao Juzhan Xu Kexiong Yu Ruizhen Hu Chenyang Zhu K. Xu 72 1 0 06 Apr 2025
Learning to Handle Complex Constraints for Vehicle Routing Problems Jieyi Bi Yining Ma Jianan Zhou Wen Song Zhiguang Cao Yaoxin Wu Jie Zhang 42 7 0 28 Oct 2024
GOPT: Generalizable Online 3D Bin Packing via Transformer-based Deep Reinforcement Learning Heng Xiong Changrong Guo Jian Peng Kai Ding Wenjie Chen Xuchong Qiu Long Bai Jianfeng Xu OffRL 34 4 0 09 Sep 2024
An Efficient Deep Reinforcement Learning Model for Online 3D Bin Packing Combining Object Rearrangement and Stable Placement Peiwen Zhou Ziyan Gao Chenghao Li Nak Young Chong OffRL 20 0 0 19 Aug 2024
DISCO: Efficient Diffusion Solver for Large-Scale Combinatorial Optimization Problems Kexiong Yu Hang Zhao Yuhang Huang Renjiao Yi Kai Xu Chenyang Zhu 51 0 0 28 Jun 2024
GFPack++: Improving 2D Irregular Packing by Learning Gradient Field with Attention Tianyang Xue Lin Lu Yang Liu Mingdong Wu Hao Dong Yanbin Zhang Renmin Han Baoquan Chen 37 0 0 09 Jun 2024
FloorSet -- a VLSI Floorplanning Dataset with Design Constraints of Real-World SoCs Uday Mallappa Hesham Mostafa Mikhail Galkin Mariano Phielipp Somdeb Majumdar 3DV 38 1 0 09 May 2024
A comparative analysis of deep learning models for lung segmentation on X-ray images Weronika Hryniewska-Guzik Jakub Bilski Bartosz Chrostowski Jakub Drak Sbahi P. Biecek 39 3 0 09 Apr 2024
Efficient Reinforcement Learning of Task Planners for Robotic Palletization through Iterative Action Masking Learning Zheng Wu Yichuan Li Wei Zhan Changliu Liu Yun-Hui Liu Masayoshi Tomizuka 50 4 0 07 Apr 2024
Bin Packing Optimization via Deep Reinforcement Learning Baoying Wang Huixu Dong OffRL 18 0 0 19 Mar 2024
Synchronized Dual-arm Rearrangement via Cooperative mTSP Wenhao Li Shishun Zhang Sisi Dai Hui Huang Ruizhen Hu Xiaohong Chen Kai Xu 34 0 0 13 Mar 2024
Learning Dual-arm Object Rearrangement for Cartesian Robots Shishun Zhang Qijin She Wenhao Li Chenyang Zhu Yongjun Wang Ruizhen Hu Kai Xu 46 0 0 21 Feb 2024
Machine Learning for the Multi-Dimensional Bin Packing Problem: Literature Review and Empirical Evaluation Wenjie Wu Changjun Fan Jin-Yu Huang Zhong Liu Junchi Yan 41 0 0 13 Dec 2023
Learning to Search Feasible and Infeasible Regions of Routing Problems with Flexible Neural k-Opt Yining Ma Zhiguang Cao Yeow Meng Chee 29 39 0 27 Oct 2023
Neural Packing: from Visual Sensing to Reinforcement Learning Juzhan Xu Minglun Gong Hao Zhang Hui Huang Ruizhen Hu 24 3 0 17 Oct 2023
Adjustable Robust Reinforcement Learning for Online 3D Bin Packing Yuxin Pan Yize Chen Fangzhen Lin OffRL 48 10 0 06 Oct 2023
Using Reinforcement Learning for the Three-Dimensional Loading Capacitated Vehicle Routing Problem Stefan Schoepf Stephen Mak J. Senoner Liming Xu Netland Torbjorn Alexandra Brintrup 21 0 0 22 Jul 2023
SDF-Pack: Towards Compact Bin Packing with Signed-Distance-Field Minimization Jia Pan Ka-Hei Hui Xiaojie Gao Shize Zhu Yunhui Liu Pheng-Ann Heng Chi-Wing Fu 40 11 0 14 Jul 2023
A Virtual-Force Based Swarm Algorithm for Balanced Circular Bin Packing Problems Juliette Gamot M. Balesdent Romain Wuilbercq A. Tremolet N. Melab El-Ghazali Talbi 14 0 0 01 Jun 2023
WISK: A Workload-aware Learned Index for Spatial Keyword Queries Yufan Sheng Xin Cao Yixiang Fang Kaiqi Zhao Jianzhong Qi Gao Cong Wenjie Zhang 35 17 0 28 Feb 2023
Learning Physically Realizable Skills for Online Packing of General 3D Shapes Hang Zhao Zherong Pan Yang Yu Kai Xu OffRL 37 14 0 05 Dec 2022
Planning Irregular Object Packing via Hierarchical Reinforcement Learning Sichao Huang Ziwei Wang Jie Zhou Jiwen Lu 18 19 0 17 Nov 2022
Bag All You Need: Learning a Generalizable Bagging Strategy for Heterogeneous Objects Arpit Bahety Shreeya Jain Huy Ha Nathalie Hager Benjamin Burchfiel Eric A. Cousineau S. Feng Shuran Song 30 16 0 18 Oct 2022
Online 3D Bin Packing Reinforcement Learning Solution with Buffer Aaron Valero Puche Sukhan Lee OffRL 22 14 0 15 Aug 2022
Learning Practically Feasible Policies for Online 3D Bin Packing Hang Zhao Chenyang Zhu Xin Xu Hui Huang Kai Xu OffRL 32 80 0 31 Aug 2021
Learning to Design and Construct Bridge without Blueprint Yunfei Li Tao Kong Lei Li Yifeng Li Yi Wu 29 7 0 05 Aug 2021
Attend2Pack: Bin Packing through Deep Reinforcement Learning with Attention Jingwei Zhang Bin Zi Xiaoyu Ge OffRL 24 20 0 09 Jul 2021
Online Bin Packing with Predictions Spyros Angelopoulos Shahin Kamali Kimia Shadkami 38 25 0 05 Feb 2021