Feature Extraction
Transformers
Safetensors
zeno-divergent-multi
surprise
regime-change
model-monitoring
calibrated-uncertainty
abstention
time-series
multi-domain
Instructions to use mbarbosa1/zeno-divergent-v1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use mbarbosa1/zeno-divergent-v1 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("feature-extraction", model="mbarbosa1/zeno-divergent-v1")# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("mbarbosa1/zeno-divergent-v1", device_map="auto") - Notebooks
- Google Colab
- Kaggle
| { | |
| "candidate_version": "0.9.0", | |
| "generated_at": "2026-08-29T10:47:33Z", | |
| "parameters": 1877849, | |
| "shared_parameters": 1351209, | |
| "architecture_note": "per-domain input adapters -> shared dilated causal trunk -> shared surprise latent z^S -> per-domain heads", | |
| "gate_summary": { | |
| "promoted_domains": [ | |
| "climate", | |
| "seismic" | |
| ], | |
| "lodo_transfer_promoted": [ | |
| "seismic" | |
| ], | |
| "external_transfer_domains": [ | |
| "agriculture", | |
| "airquality", | |
| "gifteval", | |
| "lotsa", | |
| "marine", | |
| "urban" | |
| ], | |
| "status": "promoted", | |
| "rule": "v0.9.0 ships only if at least two real-corpus domains clear the gate; leave-one-domain-out and external-corpus transfer results are reported, never required \u2014 an external corpus cannot qualify a release" | |
| }, | |
| "domains": [ | |
| { | |
| "domain_id": "climate", | |
| "title": "Climate extremes", | |
| "corpus": "NOAA GHCN-Daily station access files (public, credential-free)", | |
| "n_entities": 182, | |
| "n_rows": 731497, | |
| "real_corpus": true, | |
| "gate_status": "promoted", | |
| "selective_accuracy_gain": 0.03071145090887306, | |
| "test_coverage": 0.7919214752322711, | |
| "targets": { | |
| "weather_regime_transition": { | |
| "auroc": 0.8244089820520246, | |
| "auroc_ci": [ | |
| 0.8094397723144608, | |
| 0.8370840172676799 | |
| ], | |
| "ece": 0.007650526106639348, | |
| "lift_vs_uncertainty": 0.007164989037383607 | |
| }, | |
| "anomaly_regime_shift": { | |
| "auroc": 0.7827657857490328, | |
| "auroc_ci": [ | |
| 0.7632020269727205, | |
| 0.8022188515617809 | |
| ], | |
| "ece": 0.012969252272727596, | |
| "lift_vs_uncertainty": -0.003572578427871176 | |
| }, | |
| "heat_extreme_ahead": { | |
| "auroc": 0.8553627526874936, | |
| "auroc_ci": [ | |
| 0.830832269426917, | |
| 0.875995473093015 | |
| ], | |
| "ece": 0.02242891705034232, | |
| "lift_vs_uncertainty": -0.007910101418209692 | |
| }, | |
| "cold_extreme_ahead": { | |
| "auroc": 0.8904805475537743, | |
| "auroc_ci": [ | |
| 0.8675779931167159, | |
| 0.9090499068708685 | |
| ], | |
| "ece": 0.001966854843875221, | |
| "lift_vs_uncertainty": 0.08758173800235336 | |
| }, | |
| "compound_climate_stress": { | |
| "auroc": 0.8286285842970172, | |
| "auroc_ci": [ | |
| 0.807366260295027, | |
| 0.8519007711734558 | |
| ], | |
| "ece": 0.00756617138024444, | |
| "lift_vs_uncertainty": 0.002868787355166269 | |
| } | |
| } | |
| }, | |
| { | |
| "domain_id": "hydrology", | |
| "title": "Streamflow regime shifts", | |
| "corpus": "USGS Water Services daily values (public, credential-free)", | |
| "n_entities": 320, | |
| "n_rows": 409600, | |
| "real_corpus": true, | |
| "gate_status": "candidate_not_promoted", | |
| "selective_accuracy_gain": 0.012395572814253186, | |
| "test_coverage": 0.8472274436090226, | |
| "targets": { | |
| "flow_regime_transition": { | |
| "auroc": 0.8021500549240848, | |
| "auroc_ci": [ | |
| 0.7906439555204751, | |
| 0.8138512105288024 | |
| ], | |
| "ece": 0.010075223093827109, | |
| "lift_vs_uncertainty": -0.024867849325213798 | |
| }, | |
| "discharge_regime_shift": { | |
| "auroc": 0.7636129599217235, | |
| "auroc_ci": [ | |
| 0.7511436769666298, | |
| 0.7757561208687381 | |
| ], | |
| "ece": 0.01509208779315832, | |
| "lift_vs_uncertainty": 0.007845019731255842 | |
| }, | |
| "volatility_regime_shift": { | |
| "auroc": 0.6928088537448479, | |
| "auroc_ci": [ | |
| 0.6730133564313522, | |
| 0.7118077823081791 | |
| ], | |
| "ece": 0.04781920014772668, | |
| "lift_vs_uncertainty": 0.008974893325044975 | |
| }, | |
| "surge_ahead": { | |
| "auroc": 0.6442699273496252, | |
| "auroc_ci": [ | |
| 0.6282259898827817, | |
| 0.660772599351511 | |
| ], | |
| "ece": 0.028603232480384877, | |
| "lift_vs_uncertainty": -0.027509430174708416 | |
| }, | |
| "compound_hydrologic_stress": { | |
| "auroc": 0.7099049565471537, | |
| "auroc_ci": [ | |
| 0.6960557576066375, | |
| 0.7245601751192029 | |
| ], | |
| "ece": 0.022674112388387103, | |
| "lift_vs_uncertainty": 0.003849028274156008 | |
| } | |
| } | |
| }, | |
| { | |
| "domain_id": "markets", | |
| "title": "Market regime breaks", | |
| "corpus": "Coinbase Exchange public market data API (no key required)", | |
| "n_entities": 357, | |
| "n_rows": 236498, | |
| "real_corpus": true, | |
| "gate_status": "candidate_not_promoted", | |
| "selective_accuracy_gain": 0.041316668295365844, | |
| "test_coverage": 0.6319147324978229, | |
| "targets": { | |
| "regime_transition": { | |
| "auroc": 0.6460028634015175, | |
| "auroc_ci": [ | |
| 0.6260719295179418, | |
| 0.6650278809649399 | |
| ], | |
| "ece": 0.04550838942835933, | |
| "lift_vs_uncertainty": 0.0783760294960062 | |
| }, | |
| "volatility_regime_shift": { | |
| "auroc": 0.6218132721782326, | |
| "auroc_ci": [ | |
| 0.5999563983203797, | |
| 0.6411562678781102 | |
| ], | |
| "ece": 0.07233780536693346, | |
| "lift_vs_uncertainty": 0.028996733075248526 | |
| }, | |
| "volume_regime_shift": { | |
| "auroc": 0.6388356983561869, | |
| "auroc_ci": [ | |
| 0.6239716319699943, | |
| 0.6560833334212963 | |
| ], | |
| "ece": 0.03473692200524878, | |
| "lift_vs_uncertainty": -0.007581322309816119 | |
| }, | |
| "dislocation_ahead": { | |
| "auroc": 0.6823474461307636, | |
| "auroc_ci": [ | |
| 0.6630353985325786, | |
| 0.7051241427850877 | |
| ], | |
| "ece": 0.12414417739337054, | |
| "lift_vs_uncertainty": -0.03251116922192665 | |
| }, | |
| "compound_market_stress": { | |
| "auroc": 0.6608734857218778, | |
| "auroc_ci": [ | |
| 0.6426387543858767, | |
| 0.6821782646452254 | |
| ], | |
| "ece": 0.02736465863621492, | |
| "lift_vs_uncertainty": -0.009612438470256501 | |
| } | |
| } | |
| }, | |
| { | |
| "domain_id": "seismic", | |
| "title": "Seismicity transitions", | |
| "corpus": "USGS FDSN event web service (public, credential-free)", | |
| "n_entities": 397, | |
| "n_rows": 116768, | |
| "real_corpus": true, | |
| "gate_status": "promoted", | |
| "selective_accuracy_gain": 0.07069669508789156, | |
| "test_coverage": 0.5996815978001303, | |
| "targets": { | |
| "event_regime_transition": { | |
| "auroc": 0.9006133800349387, | |
| "auroc_ci": [ | |
| 0.8701336384229996, | |
| 0.9278972165373489 | |
| ], | |
| "ece": 0.01329893419441499, | |
| "lift_vs_uncertainty": 0.009037613295152513 | |
| }, | |
| "cadence_shift": { | |
| "auroc": 0.7103205775968734, | |
| "auroc_ci": [ | |
| 0.6661461641984404, | |
| 0.761901014814853 | |
| ], | |
| "ece": 0.08769406512981825, | |
| "lift_vs_uncertainty": -0.015194821327765617 | |
| }, | |
| "significant_event_ahead": { | |
| "auroc": 0.9475336244020799, | |
| "auroc_ci": [ | |
| 0.933020773969823, | |
| 0.9584652889601911 | |
| ], | |
| "ece": 0.027875159695801757, | |
| "lift_vs_uncertainty": 0.004655412166772455 | |
| }, | |
| "compound_seismic_stress": { | |
| "auroc": 0.9114206904822063, | |
| "auroc_ci": [ | |
| 0.872417478081465, | |
| 0.9361766721932485 | |
| ], | |
| "ece": 0.027997089171180295, | |
| "lift_vs_uncertainty": 0.017228392667694714 | |
| } | |
| } | |
| }, | |
| { | |
| "domain_id": "wildfire", | |
| "title": "Wildfire activity shifts", | |
| "corpus": "NASA FIRMS active fire detections (VIIRS_NOAA20_SP, VIIRS_SNPP_NRT, VIIRS_SNPP_SP)", | |
| "n_entities": 528, | |
| "n_rows": 16013, | |
| "real_corpus": true, | |
| "gate_status": "candidate_not_promoted", | |
| "selective_accuracy_gain": -0.021507743660392764, | |
| "test_coverage": 0.7941557506837483, | |
| "targets": { | |
| "fire_regime_transition": { | |
| "auroc": 0.753785374054357, | |
| "auroc_ci": [ | |
| 0.6826685512363783, | |
| 0.8235520321420403 | |
| ], | |
| "ece": 0.12821274132856042, | |
| "lift_vs_uncertainty": 0.004972447931259949 | |
| }, | |
| "cadence_shift": { | |
| "auroc": 0.6263267187366233, | |
| "auroc_ci": [ | |
| 0.5896586134256344, | |
| 0.6659978592088787 | |
| ], | |
| "ece": 0.07329192348509747, | |
| "lift_vs_uncertainty": -0.1545135812595939 | |
| }, | |
| "frp_regime_shift": { | |
| "auroc": null, | |
| "auroc_ci": null, | |
| "ece": null, | |
| "lift_vs_uncertainty": null | |
| }, | |
| "cluster_expansion": { | |
| "auroc": 0.7026418370384853, | |
| "auroc_ci": [ | |
| 0.6642964965218439, | |
| 0.7380238051597326 | |
| ], | |
| "ece": 0.13678368329116114, | |
| "lift_vs_uncertainty": -0.07912023192192452 | |
| }, | |
| "escalation_ahead": { | |
| "auroc": 0.6112157626452699, | |
| "auroc_ci": [ | |
| 0.5771099121849764, | |
| 0.6450646836756757 | |
| ], | |
| "ece": 0.036482168852846844, | |
| "lift_vs_uncertainty": -0.050781469919554234 | |
| }, | |
| "compound_fire_stress": { | |
| "auroc": null, | |
| "auroc_ci": null, | |
| "ece": null, | |
| "lift_vs_uncertainty": null | |
| } | |
| } | |
| }, | |
| { | |
| "domain_id": "spaceweather", | |
| "title": "Geomagnetic storm onset", | |
| "corpus": "GFZ Potsdam Kp/ap/F10.7 (definitive, CC BY 4.0, credential-free)", | |
| "n_entities": 300, | |
| "n_rows": 64672, | |
| "real_corpus": true, | |
| "gate_status": "candidate_not_promoted", | |
| "selective_accuracy_gain": 0.06734648611319682, | |
| "test_coverage": 0.7911841902115176, | |
| "targets": { | |
| "ap_regime_shift": { | |
| "auroc": 0.7060699608107062, | |
| "auroc_ci": [ | |
| 0.6580341882221435, | |
| 0.7542146249589486 | |
| ], | |
| "ece": 0.08460442632775922, | |
| "lift_vs_uncertainty": 0.0023120845027100323 | |
| }, | |
| "storm_onset": { | |
| "auroc": 0.7319841101261414, | |
| "auroc_ci": [ | |
| 0.7074301161269316, | |
| 0.7551851649950804 | |
| ], | |
| "ece": 0.06325471762836832, | |
| "lift_vs_uncertainty": -0.052752261225311625 | |
| }, | |
| "severe_storm_onset": { | |
| "auroc": 0.6905382414670557, | |
| "auroc_ci": [ | |
| 0.6628603038113553, | |
| 0.7155731262510046 | |
| ], | |
| "ece": 0.06121511745012915, | |
| "lift_vs_uncertainty": -0.07067172873399619 | |
| }, | |
| "compound_geomagnetic_stress": { | |
| "auroc": 0.5, | |
| "auroc_ci": [ | |
| 0.5, | |
| 0.5 | |
| ], | |
| "ece": 0.08201114847963652, | |
| "lift_vs_uncertainty": -0.27376507378224757 | |
| } | |
| } | |
| }, | |
| { | |
| "domain_id": "celo", | |
| "title": "On-chain activity shifts", | |
| "corpus": "Celo public JSON-RPC block sampling (credential-free)", | |
| "n_entities": 240, | |
| "n_rows": 12000, | |
| "real_corpus": true, | |
| "gate_status": "candidate_not_promoted", | |
| "selective_accuracy_gain": 0.12581103532703747, | |
| "test_coverage": 0.7941666666666667, | |
| "targets": { | |
| "block_regime_transition": { | |
| "auroc": 0.8287738454847847, | |
| "auroc_ci": [ | |
| 0.7657732025508002, | |
| 0.8836641460961243 | |
| ], | |
| "ece": 0.06456675400619105, | |
| "lift_vs_uncertainty": 0.01674032369915024 | |
| }, | |
| "congestion_ahead": { | |
| "auroc": 0.8115974106666084, | |
| "auroc_ci": [ | |
| 0.7452846489962998, | |
| 0.8744928338127343 | |
| ], | |
| "ece": 0.0607021870047358, | |
| "lift_vs_uncertainty": -0.030458016630968365 | |
| } | |
| } | |
| }, | |
| { | |
| "domain_id": "macro", | |
| "title": "Macroeconomic shocks", | |
| "corpus": "FRED (Federal Reserve Bank of St. Louis) observations API", | |
| "n_entities": 198, | |
| "n_rows": 426675, | |
| "real_corpus": true, | |
| "gate_status": "candidate_not_promoted", | |
| "selective_accuracy_gain": 0.02871300353897266, | |
| "test_coverage": 0.7712684785014503, | |
| "targets": { | |
| "print_regime_transition": { | |
| "auroc": 0.8289485363972553, | |
| "auroc_ci": [ | |
| 0.8076011883553355, | |
| 0.8470248378109344 | |
| ], | |
| "ece": 0.014604037106580897, | |
| "lift_vs_uncertainty": -0.0021641070593205747 | |
| }, | |
| "shock_ahead": { | |
| "auroc": 0.7361533515288328, | |
| "auroc_ci": [ | |
| 0.7103234235719253, | |
| 0.7612938400832607 | |
| ], | |
| "ece": 0.02013764593156305, | |
| "lift_vs_uncertainty": -0.0022388983023706732 | |
| } | |
| } | |
| } | |
| ], | |
| "shared_vs_single": {} | |
| } |