# Counterfactual Generation on AVICI (test) Source: [Counterfactual Generation on AVICI (test)]() Collection index: [llms.txt]() Data updated: 2026-04-06T06:57:10.743Z Evaluation of Counterfactual Generation performance on the test split of the AVICI dataset, measured using LIN and RFF RMSE metrics. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Counterfactual Generation | | Dataset (including any stated split) | AVICI (test) | | Metric | LIN RMSE (IN) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 16 of 16 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [LIN RMSE (IN)](): Lower is better; unit: SCALAR. - [RFF RMSE (IN)](): Lower is better; unit: SCALAR. - [LIN RMSE (OUT)](): Lower is better; unit: SCALAR. - [RFF RMSE (OUT)](): Lower is better; unit: SCALAR. ## Recorded results | Method | LIN RMSE (IN) | Result date | Report paper | | --- | --- | --- | --- | | DoWhy | 0 | Not recorded | 68fa795c1e209131cea7d468 | | DoWhy | 0 | Not recorded | 68fa795c1e209131cea7d468 | | DoWhy | 0.01 | Not recorded | 68fa795c1e209131cea7d468 | | FiP | 0.01 | Not recorded | 68fa795c1e209131cea7d468 | | DECI | 0.02 | Not recorded | 68fa795c1e209131cea7d468 | | DoWhy | 0.03 | Not recorded | 68fa795c1e209131cea7d468 | | FiP | 0.03 | Not recorded | 68fa795c1e209131cea7d468 | | FiP | 0.03 | Not recorded | 68fa795c1e209131cea7d468 | | FiP | 0.03 | Not recorded | 68fa795c1e209131cea7d468 | | DECI | 0.04 | Not recorded | 68fa795c1e209131cea7d468 | | DECI | 0.06 | Not recorded | 68fa795c1e209131cea7d468 | | Cond-FiP | 0.09 | Not recorded | 68fa795c1e209131cea7d468 | | Cond-FiP | 0.09 | Not recorded | 68fa795c1e209131cea7d468 | | Cond-FiP | 0.09 | Not recorded | 68fa795c1e209131cea7d468 | | DECI | 0.1 | Not recorded | 68fa795c1e209131cea7d468 | | Cond-FiP | 0.1 | Not recorded | 68fa795c1e209131cea7d468 | ### DoWhy LIN RMSE (IN): 0. Result ID: 69d3592947f34ce924baa263. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Nodes":"50"}. This record does not assert independent reproduction. ### DoWhy LIN RMSE (IN): 0. Result ID: 69d3592947f34ce924baa267. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Nodes":"100"}. This record does not assert independent reproduction. ### DoWhy LIN RMSE (IN): 0.01. Result ID: 69d3592947f34ce924baa25f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Nodes":"20"}. This record does not assert independent reproduction. ### FiP LIN RMSE (IN): 0.01. Result ID: 69d3592947f34ce924baa269. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Nodes":"100"}. This record does not assert independent reproduction. ### DECI LIN RMSE (IN): 0.02. Result ID: 69d3592947f34ce924baa268. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Nodes":"100"}. This record does not assert independent reproduction. ### DoWhy LIN RMSE (IN): 0.03. Result ID: 69d3592947f34ce924baa25b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Nodes":"10"}. This record does not assert independent reproduction. ### FiP LIN RMSE (IN): 0.03. Result ID: 69d3592947f34ce924baa25d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Nodes":"10"}. This record does not assert independent reproduction. ### FiP LIN RMSE (IN): 0.03. Result ID: 69d3592947f34ce924baa261. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Nodes":"20"}. This record does not assert independent reproduction. ### FiP LIN RMSE (IN): 0.03. Result ID: 69d3592947f34ce924baa265. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Nodes":"50"}. This record does not assert independent reproduction. ### DECI LIN RMSE (IN): 0.04. Result ID: 69d3592947f34ce924baa264. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Nodes":"50"}. This record does not assert independent reproduction. ### DECI LIN RMSE (IN): 0.06. Result ID: 69d3592947f34ce924baa260. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Nodes":"20"}. This record does not assert independent reproduction. ### Cond-FiP LIN RMSE (IN): 0.09. Result ID: 69d3592947f34ce924baa25e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Nodes":"10"}. This record does not assert independent reproduction. ### Cond-FiP LIN RMSE (IN): 0.09. Result ID: 69d3592947f34ce924baa262. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Nodes":"20"}. This record does not assert independent reproduction. ### Cond-FiP LIN RMSE (IN): 0.09. Result ID: 69d3592947f34ce924baa26a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Nodes":"100"}. This record does not assert independent reproduction. ### DECI LIN RMSE (IN): 0.1. Result ID: 69d3592947f34ce924baa25c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Nodes":"10"}. This record does not assert independent reproduction. ### Cond-FiP LIN RMSE (IN): 0.1. Result ID: 69d3592947f34ce924baa266. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Nodes":"50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.