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ZENODO
Dataset . 2026
License: CC BY
Data sources: ZENODO
ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
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Data for the Paper "Projecting Latent RL Actions: Towards Generalizable and Scalable Graph Combinatorial Optimization"

Data for the Paper "Projecting Latent RL Actions: Towards Generalizable and Scalable Graph Combinatorial Optimization"

Abstract

This data repository contains the environments, logs, models, and analysis outputs used in the experiments of the associated paper. It is organized into four main experiment groups: action_time (inference/action selection time analysis), generalization (evaluation on unseen environments), hyperopt (Optuna-based hyperparameter optimization), and action_space_plots (UMAP visualization of latent action spaces). A shared config directory provides all environment generation and experiment configurations used across runs. Each experiment follows a consistent structure with three main components: envs (benchmark environments and splits), logs (training/evaluation runs, checkpoints, and metrics), and optionally gae (Graph Autoencoder models, embeddings, and training logs). A README file precisely describes the structure of the attached repository. The data repository will be de-anonymized upon paper acceptance.

  • BIP!
    Impact byBIP!
    selected citations
    These citations are derived from selected sources.
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    0
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Average
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Found an issue? Give us feedback
selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average