Graph-To-Graph Translation

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

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Subtasks archive 2025-07-28

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Most implemented papers archive 2025-07-28

3 shown of 3 papers with code (6 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Learning Multimodal Graph-to-Graph Translation for Molecular Optimization
  3 Dec 2018 5 repositories listed Syntology ran 0 of 2 samples · 2 unverified
  We evaluate our model on multiple molecular optimization tasks and show that our model outperforms previous state-of-the-art baselines.
• Equivariant Denoisers Cannot Copy Graphs: Align Your Graph Diffusion Models
  27 May 2024 1 repository listed Syntology ran 8 of 16 samples · 8 unverified · 16 pointer-only (licence)
  Graph diffusion models, dominant in graph generative modeling, remain underexplored for graph-to-graph translation tasks like chemical reaction prediction.
• Hierarchical Graph-to-Graph Translation for Molecules
  11 Jun 2019 1 repository listed
  The problem of accelerating drug discovery relies heavily on automatic tools to optimize precursor molecules to afford them with better biochemical properties.

Syntology lines on 2 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.