# Interventional Generation on AVICI In-distribution Source: [Interventional Generation on AVICI In-distribution]() Collection index: [llms.txt]() Data updated: 2026-04-06T06:57:10.690Z Evaluation of Interventional Generation performance on the AVICI In-distribution dataset, assessed using LIN RMSE and RFF RMSE. 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 | Interventional Generation | | Dataset (including any stated split) | AVICI In-distribution | | Metric | LIN RMSE | | 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](): Lower is better; unit: SCALAR. - [RFF RMSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | LIN RMSE | Result date | Report paper | | --- | --- | --- | --- | | DoWhy | 0.05 | Not recorded | 68fa795c1e209131cea7d468 | | DoWhy | 0.06 | Not recorded | 68fa795c1e209131cea7d468 | | DoWhy | 0.08 | Not recorded | 68fa795c1e209131cea7d468 | | FiP | 0.08 | Not recorded | 68fa795c1e209131cea7d468 | | DoWhy | 0.08 | Not recorded | 68fa795c1e209131cea7d468 | | FiP | 0.08 | Not recorded | 68fa795c1e209131cea7d468 | | FiP | 0.09 | Not recorded | 68fa795c1e209131cea7d468 | | Cond-FiP | 0.09 | Not recorded | 68fa795c1e209131cea7d468 | | Cond-FiP | 0.1 | Not recorded | 68fa795c1e209131cea7d468 | | Cond-FiP | 0.1 | Not recorded | 68fa795c1e209131cea7d468 | | FiP | 0.11 | Not recorded | 68fa795c1e209131cea7d468 | | Cond-FiP | 0.13 | Not recorded | 68fa795c1e209131cea7d468 | | DECI | 0.14 | Not recorded | 68fa795c1e209131cea7d468 | | DECI | 0.16 | Not recorded | 68fa795c1e209131cea7d468 | | DECI | 0.17 | Not recorded | 68fa795c1e209131cea7d468 | | DECI | 0.17 | Not recorded | 68fa795c1e209131cea7d468 | ### DoWhy LIN RMSE: 0.05. Result ID: 69d3592947f34ce924baa23f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Nodes":"100"}. This record does not assert independent reproduction. ### DoWhy LIN RMSE: 0.06. Result ID: 69d3592947f34ce924baa237. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Nodes":"20"}. This record does not assert independent reproduction. ### DoWhy LIN RMSE: 0.08. Result ID: 69d3592947f34ce924baa233. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Nodes":"10"}. This record does not assert independent reproduction. ### FiP LIN RMSE: 0.08. Result ID: 69d3592947f34ce924baa235. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Nodes":"10"}. This record does not assert independent reproduction. ### DoWhy LIN RMSE: 0.08. Result ID: 69d3592947f34ce924baa23b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Nodes":"50"}. This record does not assert independent reproduction. ### FiP LIN RMSE: 0.08. Result ID: 69d3592947f34ce924baa241. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Nodes":"100"}. This record does not assert independent reproduction. ### FiP LIN RMSE: 0.09. Result ID: 69d3592947f34ce924baa239. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Nodes":"20"}. This record does not assert independent reproduction. ### Cond-FiP LIN RMSE: 0.09. Result ID: 69d3592947f34ce924baa23a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Nodes":"20"}. This record does not assert independent reproduction. ### Cond-FiP LIN RMSE: 0.1. Result ID: 69d3592947f34ce924baa236. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Nodes":"10"}. This record does not assert independent reproduction. ### Cond-FiP LIN RMSE: 0.1. Result ID: 69d3592947f34ce924baa242. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Nodes":"100"}. This record does not assert independent reproduction. ### FiP LIN RMSE: 0.11. Result ID: 69d3592947f34ce924baa23d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Nodes":"50"}. This record does not assert independent reproduction. ### Cond-FiP LIN RMSE: 0.13. Result ID: 69d3592947f34ce924baa23e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Nodes":"50"}. This record does not assert independent reproduction. ### DECI LIN RMSE: 0.14. Result ID: 69d3592947f34ce924baa240. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Nodes":"100"}. This record does not assert independent reproduction. ### DECI LIN RMSE: 0.16. Result ID: 69d3592947f34ce924baa238. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Nodes":"20"}. This record does not assert independent reproduction. ### DECI LIN RMSE: 0.17. Result ID: 69d3592947f34ce924baa234. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Total Nodes":"10"}. This record does not assert independent reproduction. ### DECI LIN RMSE: 0.17. Result ID: 69d3592947f34ce924baa23c. [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.