# Counterfactual Sampling on SIMPSON-NLIN Markovian diffeomorphic (test) Source: [Counterfactual Sampling on SIMPSON-NLIN Markovian diffeomorphic (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:41:51.382Z Evaluation of counterfactual sampling models on the test split of the SIMPSON-NLIN Markovian diffeomorphic dataset, measured using ESP and FR 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 Sampling | | Dataset (including any stated split) | SIMPSON-NLIN Markovian diffeomorphic (test) | | Metric | ESP | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 15 of 15 | | 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 - [ESP](): Lower is better; unit: PERCENT. - [FR](): Higher is better; unit: PERCENT. ## Recorded results | Method | ESP | Result date | Report paper | | --- | --- | --- | --- | | RS | 0 | Not recorded | 68fa76eb1e209131cea6ff0d | | CEIS | 0 | Not recorded | 68fa76eb1e209131cea6ff0d | | NIS | 0 | Not recorded | 68fa76eb1e209131cea6ff0d | | RS | 0 | Not recorded | 68fa76eb1e209131cea6ff0d | | CEIS | 0 | Not recorded | 68fa76eb1e209131cea6ff0d | | NIS | 0 | Not recorded | 68fa76eb1e209131cea6ff0d | | RS | 0.8 | Not recorded | 68fa76eb1e209131cea6ff0d | | NIS | 0.8 | Not recorded | 68fa76eb1e209131cea6ff0d | | EXOM\[GMM\] | 2 | Not recorded | 68fa76eb1e209131cea6ff0d | | EXOM\[GMM\] | 2.4 | Not recorded | 68fa76eb1e209131cea6ff0d | | CEIS | 3.7 | Not recorded | 68fa76eb1e209131cea6ff0d | | EXOM\[GMM\] | 11.7 | Not recorded | 68fa76eb1e209131cea6ff0d | | EXOM\[MAF\] | 58.1 | Not recorded | 68fa76eb1e209131cea6ff0d | | EXOM\[MAF\] | 60.6 | Not recorded | 68fa76eb1e209131cea6ff0d | | EXOM\[MAF\] | 69.8 | Not recorded | 68fa76eb1e209131cea6ff0d | ### RS ESP: 0. Result ID: 699466f53a6c3148491d001d. [Reporting paper]() Recorded evaluation configuration: {"\|s\|":"3"}. This record does not assert independent reproduction. ### CEIS ESP: 0. Result ID: 699466f53a6c3148491d001e. [Reporting paper]() Recorded evaluation configuration: {"\|s\|":"3"}. This record does not assert independent reproduction. ### NIS ESP: 0. Result ID: 699466f53a6c3148491d001f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"\|s\|":"3"}. This record does not assert independent reproduction. ### RS ESP: 0. Result ID: 699466f53a6c3148491d0022. [Reporting paper]() Recorded evaluation configuration: {"\|s\|":"5"}. This record does not assert independent reproduction. ### CEIS ESP: 0. Result ID: 699466f53a6c3148491d0023. [Reporting paper]() Recorded evaluation configuration: {"\|s\|":"5"}. This record does not assert independent reproduction. ### NIS ESP: 0. Result ID: 699466f53a6c3148491d0024. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"\|s\|":"5"}. This record does not assert independent reproduction. ### RS ESP: 0.8. Result ID: 699466f53a6c3148491d0018. [Reporting paper]() Recorded evaluation configuration: {"\|s\|":"1"}. This record does not assert independent reproduction. ### NIS ESP: 0.8. Result ID: 699466f53a6c3148491d001a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"\|s\|":"1"}. This record does not assert independent reproduction. ### EXOM\[GMM\] ESP: 2. Result ID: 699466f53a6c3148491d0025. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"\|s\|":"5"}. This record does not assert independent reproduction. ### EXOM\[GMM\] ESP: 2.4. Result ID: 699466f53a6c3148491d0020. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"\|s\|":"3"}. This record does not assert independent reproduction. ### CEIS ESP: 3.7. Result ID: 699466f53a6c3148491d0019. [Reporting paper]() Recorded evaluation configuration: {"\|s\|":"1"}. This record does not assert independent reproduction. ### EXOM\[GMM\] ESP: 11.7. Result ID: 699466f53a6c3148491d001b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"\|s\|":"1"}. This record does not assert independent reproduction. ### EXOM\[MAF\] ESP: 58.1. Result ID: 699466f53a6c3148491d001c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"\|s\|":"1"}. This record does not assert independent reproduction. ### EXOM\[MAF\] ESP: 60.6. Result ID: 699466f53a6c3148491d0021. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"\|s\|":"3"}. This record does not assert independent reproduction. ### EXOM\[MAF\] ESP: 69.8. Result ID: 699466f53a6c3148491d0026. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"\|s\|":"5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.