| id | Instrument | One-line story | Primary source (Crossref-verified) | FOSS (checked) |
| H-016 | seqICP โ sequential invariant causal prediction | Invariance testing built FOR time series โ environments come from the time structure itself, no labels needed | JASA 2018 ยท DOI 10.1080/01621459.2018.1491403 | CRAN seqICP |
| H-017 | Stabilized Regression | Selects feature sets that are stable AND predictive across environments | Ann. Appl. Stat. 2021 ยท DOI 10.1214/21-aoas1487 | CRAN GPL-3 + GitHub AGPL-3 |
| H-018 | Causal Dantzig | Invariance estimation that tolerates hidden confounders โ an angle nothing in our stack covers | Ann. Stat. 2019 ยท DOI 10.1214/18-aos1732 | NONE-FOUND; trivially implementable (closed-form) โ stated per H0 ยง3 |
| H-019 | Invariant Probabilistic Prediction | Tests whether the WHOLE forecast distribution (not just the mean) is invariant โ heavy-tail relevant | Biometrika 2024 ยท DOI 10.1093/biomet/asae063 | GitHub AlexanderHenzi/IPP (no license file โ noted) |
| H-020 | Distribution-generalization framework | The possibility-side theory: exactly WHEN invariance transfers to unseen regimes (complements the Rosenfeld impossibility anchor H-010) | IEEE TPAMI 2022 ยท DOI 10.1109/tpami.2021.3094760 | n/a (theory instrument; NILE code NONE-FOUND) |
| H-021 | EILLS โ environment-invariant least squares | Invariance as a penalty inside the regression objective, with a consistency proof | Ann. Stat. 2024 ยท DOI 10.1214/24-aos2435 | GitHub wmyw96/EILLS (MIT) |
Leads held back (checked FOSS, unresolvable paper this firing โ NOT catalogued): Active ICP (juangamella/aicp 21โ
) ยท Invariant Ancestry Search (PhillipMogensen/InvariantAncestrySearch) ยท EIIL (ecreager/eiil 52โ
). All are PMLR conference papers โ Crossref does not index PMLR; they queue for the arXiv retry.