Publications and research record
FeatureGraph is currently in its beta research stage. This page distinguishes released, archived work from manuscripts and experiments that remain in development.
Featured public path
CLaP detected three recurring states in the Crop benchmark. The public FeatureGraph API materialized all 20,700 unchanged labels as nine bounded objects and eight relations, then reconstructed the source sequence exactly.
Trough-peak-trough objects constructed at rolling-envelope scales of 79 and 100 samples on all 53 BIDMC records, under a contract frozen after four development records. On 20 eligible held-out records the shorter-scale-only objects sit at more consistent cardiac phase, a median difference of 0.269, positive in 14 of 20. Five figures regenerate from committed tables.
The compiler lineage: compile_states, the frozen v1
and derivation-carrying v2 state-contract language, fingerprinted
and approvable study contracts, the study intake and
conversational builder, shape measures, and the frozen study
records. Released 3 September 2026.
The 0.1 beta, including the validated BIDMC envelope/interval construction, detector-discordant handoff tables, automated tests, and reproducibility materials.
The versioned GitHub release provides the immutable beta source. The beta/v0.1.x branch supports compatible maintenance; main is the released compiler lineage, v0.2.0b1, and is not API-compatible with it.
The researcher record connects FeatureGraph outputs with a persistent scholarly identifier and related engineering publications.
Long-form updates document the evolution from state detection and feature engineering toward explicit behavioral objects and dynamic-system archetypes.
The beta manuscript evaluates the released respiration representation across the BIDMC cohort, preserving object-level agreement, detector discordance, and transfer failures without treating them as clinical labels.
The current master draft presents the researcher-input/generated-study workflow and the BIDMC and Tennessee Eastman cross-domain studies without rewriting the frozen alpha or beta records.
Current software citation
Habib, N. (2026). FeatureGraph (v0.2.0b1) [Computer software]. Zenodo. https://doi.org/10.5281/zenodo.22286856
Citing a 0.1 result
Habib, N. (2026). FeatureGraph (v0.1.0b1) [Computer software]. Zenodo. https://doi.org/10.5281/zenodo.21984186
