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Licence

The trained weights in models/ and the code in this repository are released for non-commercial research use only.

The weights were trained on features of frozen third-party encoders and on third-party datasets; any use must also comply with their terms:

  • Encoders: UNI2-h (MahmoodLab, CC-BY-NC-ND 4.0, gated), MedVTok (MIT; aligned to CONCH v1.5, CC-BY-NC-ND 4.0), SE-600M (Arc Institute, non-commercial), AIDO.Cell (GenBio AI, non-commercial), Tahoe-x1 (Apache-2.0), VirTues (MIT), KEEP (MIT), BiomedCLIP (MIT), Qwen3-Embedding (Apache-2.0).
  • Data: ORION CRC, HEST-1k (CC-BY-NC-SA 4.0), TCGA, PathGen-1.6M, spatialLIBD (DLPFC); virtual data from STPath and MIPHEI (non-commercial academic) and captions generated with an Azure OpenAI model (evaluation only).

No warranty. Not for clinical use.