VQ-Atom discretizes continuous GNN atom embeddings into chemically meaningful discrete tokens via vector quantization to improve molecular language modeling for downstream chemistry tasks.
Neural machine translation of rare words with subword units
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Atoms as Language: VQ-Atom: Semantic Discretization for Molecular Representation Learning
VQ-Atom discretizes continuous GNN atom embeddings into chemically meaningful discrete tokens via vector quantization to improve molecular language modeling for downstream chemistry tasks.