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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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DGLD: Domain-Gated Latent Diffusion checkpoints for energetic-materials discovery

DGLD: Domain-Gated Latent Diffusion checkpoints for energetic-materials discovery

Abstract

Trained model checkpoints accompanying the manuscript DGLD: Domain-Gated Latent Diffusion for the Discovery of Novel Energetic Materials. Includes two conditional latent denoisers (v3_best.pt, v4b_best.pt), the LIMO VAE encoder/decoder (limo_best.pt), two multi-head classifier-guidance score models (score_model_v3e.pt 5-head, score_model_v3f.pt 6-head with hazard), the SELFIES alphabet (vocab.json), and run metadata (meta.json: latent dim 1024, four conditional properties, normalisation stats, denoiser config). All weights are fp32 PyTorch state-dicts. See the manuscript §3-§4 for architecture and §5 for evaluation. Sampling reproduction: m1_bundle/m1_sweep.py in the companion code release.

Keywords

diffusion models, energetic materials, classifier-free guidance, latent diffusion, VAE, molecular generation, SELFIES

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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