Registry 01 / Models
Urban representations.
Multimodal and spatial models for imagery, maps, mobility, text, and city-scale signals. A model enters this registry with its training data, evaluation, and failure modes stated.
Entries
Released models.
No public entries yet.
Models are listed here once a release meets the standard. Follow the repository for releases, or propose an entry through an issue.
Model card
What a model entry documents.
Every model entry answers the following. The name in code is the key used in the registry data and in the proposal form.
- Urban question
urban_question - The city problem the work addresses, and who is meant to use the result.
- Intended task
intended_task - The prediction, representation, or generation task, and the urban decision it is meant to inform.
- Inputs & modalities
inputs_modalities - Imagery, maps, mobility traces, text, tabular records, or sensor streams, with resolution and preprocessing.
- Training data
data_provenance - Sources, geography, time span, licence, sampling, and any data that was excluded and why.
- Evaluation
evaluation - Held-out tasks, metrics, baselines, and uncertainty estimates, with the evaluation code released.
- Failure modes
failure_modes - Observed errors, subgroup gaps, distribution shifts, and conditions under which outputs should not be used.
- Geographic validity
geographic_validity - Cities trained and tested on, and evidence for or against transfer to other places.
- Usage constraints
usage_constraints - Intended users, prohibited uses, and requirements for human review.
- Artifacts & citation
versionlicenselinkscitation - Code, configuration, weights or access route, version, licence, and citation.