Contamination MapTabular / Model
LimiX-2
- Organisation
- Stable AI Technology Co., Ltd. (LimiX team)
- Family
- LimiX · version 2
- Released
- 2026-09-16 (Model card news entry '[16 Sept 2026] LimiX-2 open-source release.' https://huggingface.co/stable-ai/LimiX-2 (arXiv 2609.17488 v1 2026-09-15))
- Checkpoints
- stable-ai/LimiX-2: LimiX-2.ckpt
- Weights
- Open · StableAI LimiX Non-Commercial License (weights)
- Links
- PaperModel cardCode
Training data disclosure: Full list
Level determined for 100% of benchmark cells.
- TestTest data seen0
- SeenSeen, split unclear0
- TrainTraining data seen0
- Related data seen0
- NoNot seen51
- ?Unknown0
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Other declared training data
-
LimiX-2 synthetic data (SCM-based generation engine) · split: unknown
Evidence
“pretrained exclusively on synthetic data from an SCM-based generation engine”
arxiv.org · paper · Conclusion · retrieved 2026-10-15
Benchmark cells
TabArena
Not seen airfoil_self_noise · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen Amazon_employee_access · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen anneal · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen Another-Dataset-on-used-Fiat-500 · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen APSFailure · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen bank-marketing · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen Bank_Customer_Churn · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen Bioresponse · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen blood-transfusion-service-center · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen churn · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen coil2000_insurance_policies · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen concrete_compressive_strength · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen credit-g · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen credit_card_clients_default · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen customer_satisfaction_in_airline · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen diabetes · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen Diabetes130US · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen diamonds · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen E-CommereShippingData · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen Fitness_Club · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen Food_Delivery_Time · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen GiveMeSomeCredit · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen hazelnut-spread-contaminant-detection · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen healthcare_insurance_expenses · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen heloc · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen hiva_agnostic · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen houses · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen HR_Analytics_Job_Change_of_Data_Scientists · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen in_vehicle_coupon_recommendation · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen Is-this-a-good-customer · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen kddcup09_appetency · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen Marketing_Campaign · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen maternal_health_risk · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen miami_housing · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen MIC · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen NATICUSdroid · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen online_shoppers_intention · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen physiochemical_protein · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen polish_companies_bankruptcy · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen qsar-biodeg · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen QSAR-TID-11 · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen QSAR_fish_toxicity · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen SDSS17 · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen seismic-bumps · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen splice · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen students_dropout_and_academic_success · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen superconductivity · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen taiwanese_bankruptcy_prediction · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen website_phishing · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen wine_quality · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Not seen jm1 · absent from the complete list of training data
Evidence (2)
“pretrained exclusively on synthetic data from an SCM-based generation engine”
“Pretraining uses synthetic datasets generated by structural causal models (SCMs) spanning diverse graph structures, functional mechanisms, and observation processes.”
Sources
- LimiX-2: A Contextual Mechanism Network (arXiv v1) · paper · retrieved 2026-10-15
- stable-ai/LimiX-2 model card · model card · retrieved 2026-10-15