Online bin packing with predictions

S Angelopoulos, S Kamali, K Shadkami - Journal of Artificial Intelligence …, 2023 - jair.org
… In this work, we focus on the online variant of bin packing, in which the set of items is not
known in advance but is rather revealed in the form of a sequence. Upon the arrival of a new …

Dynamic Bin Packing with Predictions

M Liu, X Tang - Proceedings of the ACM on Measurement and Analysis …, 2022 - dl.acm.org
… when the predictions are adversarially bad. We develop a new online algorithm with a …
log(𝜖2𝜇)),𝑂(𝜇)} (where 𝜖 is the maximum multiplicative error of prediction among all items), …

Online bin covering with frequency predictions

M Berg, S Kamali - arXiv preprint arXiv:2401.14881, 2024 - arxiv.org
… algorithms with good average-case performance based on the Sum of Squares algorithm
for Online Discrete Bin Packing [14, 13]. In this paper, we consider a more general setting only …

[HTML][HTML] A pattern-based algorithm with fuzzy logic bin selector for online bin packing problem

B Lin, J Li, T Cui, H Jin, R Bai, R Qu… - Expert Systems with …, 2024 - Elsevier
… The online bin packing problem is a well-known optimization challenge that finds application
… fuzzy inference and pattern-based predictions of the distribution of item sizes in online bin

Online 3D bin packing with constrained deep reinforcement learning

H Zhao, Q She, C Zhu, Y Yang, K Xu - Proceedings of the AAAI …, 2021 - ojs.aaai.org
… We formulate this online 3D-BPP as a constrained Markov … a prediction-and-projection
scheme: The agent first predicts a … lookahead items, multi-bin packing, and item re-orienting. We …

Online square packing with prediction

P Zamani Nezhad - 2023 - mspace.lib.umanitoba.ca
… Furthermore, this work shows a lower bound on the robustness of any online classical bin
packing algorithm for any consistency better than 1.3; similarly, we establish a lower bound for …

CHAMP: Creating heuristics via many parameters for online bin packing

S Asta, E Özcan, AJ Parkes - Expert Systems with Applications, 2016 - Elsevier
… The online bin packing problem is a well-known bin packing … one at a time into fixed capacity
bins without any overflow. The … while FDC values close to 0 the prediction is indeterminate. …

Tight Bounds for Dynamic Bin Packing with Predictions

M Liu, X Tang - Proceedings of the ACM on Measurement and Analysis …, 2024 - dl.acm.org
bin packing with predictions. Angelopoulos et al. [3] studied online bin packing with predictions
Online bin packing is different from dynamic bin packing in that items never depart after …

Learning practically feasible policies for online 3D bin packing

H Zhao, C Zhu, X Xu, H Huang, K Xu - Science China Information …, 2022 - Springer
… /Published online 27 December 2021 Abstract We tackle the online 3D bin packing problem
(… We also feed the last predicted action to the next actor-head as a conditional probabilistic …

Dynamic Bin Packing with Predictions

M Liu, X Tang - Abstract Proceedings of the 2023 ACM SIGMETRICS …, 2023 - dl.acm.org
… when the predictions are adversarially bad. We develop a new online algorithm with a …
} (where 𝜖 is the maximum multiplicative error of prediction among all items), achieving 𝑂(√…