# Symbolic Regression on Nguyen-F7 Source: [Symbolic Regression on Nguyen-F7]() Collection index: [llms.txt]() Data updated: 2026-02-27T10:34:46.601Z Evaluation of Symbolic Regression performance on the Nguyen-F7 dataset, using R^2 and % Symbolic 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 | Symbolic Regression | | Dataset (including any stated split) | Nguyen-F7 | | Metric | R^2 | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [R^2](): Higher is better; unit: SCALAR. - [% Symbolic](): Higher is better; unit: PERCENT. ## Recorded results | Method | R^2 | Result date | Report paper | | --- | --- | --- | --- | | Baseline KAN | 1 | Not recorded | 6938fe646cfd488761a53ad6 | | S2KAN | 1 | Not recorded | 6938fe646cfd488761a53ad6 | | S2KAN | 1 | Not recorded | 6938fe646cfd488761a53ad6 | | Baseline KAN | 1 | Not recorded | 6938fe646cfd488761a53ad6 | | S2KAN | 1 | Not recorded | 6938fe646cfd488761a53ad6 | | Baseline KAN | 1 | Not recorded | 6938fe646cfd488761a53ad6 | | S2KAN | 1 | Not recorded | 6938fe646cfd488761a53ad6 | | S2KAN | 1 | Not recorded | 6938fe646cfd488761a53ad6 | | S2KAN | 0.9999 | Not recorded | 6938fe646cfd488761a53ad6 | | S2KAN | 0.9998 | Not recorded | 6938fe646cfd488761a53ad6 | | S2KAN | 0.9997 | Not recorded | 6938fe646cfd488761a53ad6 | | S2KAN | 0.9997 | Not recorded | 6938fe646cfd488761a53ad6 | | Baseline KAN | -1.27 | Not recorded | 6938fe646cfd488761a53ad6 | | Baseline KAN | -1.27 | Not recorded | 6938fe646cfd488761a53ad6 | | Baseline KAN | -2.38 | Not recorded | 6938fe646cfd488761a53ad6 | | Baseline KAN | -2.68 | Not recorded | 6938fe646cfd488761a53ad6 | | Baseline KAN | -2.68 | Not recorded | 6938fe646cfd488761a53ad6 | | Baseline KAN | -2.68 | Not recorded | 6938fe646cfd488761a53ad6 | ### Baseline KAN R^2: 1. Result ID: 69a1732835dfcabb00e71958. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Shape":"S","Threshold iota":"—"}. This record does not assert independent reproduction. ### S2KAN R^2: 1. Result ID: 69a1732835dfcabb00e7195b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Shape":"S","Scaling parameter beta":"0.1"}. This record does not assert independent reproduction. ### S2KAN R^2: 1. Result ID: 69a1732835dfcabb00e7195c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Shape":"S","Scaling parameter beta":"1"}. This record does not assert independent reproduction. ### Baseline KAN R^2: 1. Result ID: 69a1732835dfcabb00e7195e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Shape":"L","Threshold iota":"—"}. This record does not assert independent reproduction. ### S2KAN R^2: 1. Result ID: 69a1732835dfcabb00e71961. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Shape":"L","Scaling parameter beta":"0.1"}. This record does not assert independent reproduction. ### Baseline KAN R^2: 1. Result ID: 69a1732835dfcabb00e71964. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Shape":"LM","Threshold iota":"—"}. This record does not assert independent reproduction. ### S2KAN R^2: 1. Result ID: 69a1732835dfcabb00e71967. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Shape":"LM","Scaling parameter beta":"0.1"}. This record does not assert independent reproduction. ### S2KAN R^2: 1. Result ID: 69a1732835dfcabb00e71968. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Shape":"LM","Scaling parameter beta":"1"}. This record does not assert independent reproduction. ### S2KAN R^2: 0.9999. Result ID: 69a1732835dfcabb00e71962. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Shape":"L","Scaling parameter beta":"1"}. This record does not assert independent reproduction. ### S2KAN R^2: 0.9998. Result ID: 69a1732835dfcabb00e7195d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Shape":"S","Scaling parameter beta":"10"}. This record does not assert independent reproduction. ### S2KAN R^2: 0.9997. Result ID: 69a1732835dfcabb00e71963. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Shape":"L","Scaling parameter beta":"10"}. This record does not assert independent reproduction. ### S2KAN R^2: 0.9997. Result ID: 69a1732835dfcabb00e71969. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Shape":"LM","Scaling parameter beta":"10"}. This record does not assert independent reproduction. ### Baseline KAN R^2: -1.27. Result ID: 69a1732835dfcabb00e7195f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Shape":"L","Threshold iota":"0.5"}. This record does not assert independent reproduction. ### Baseline KAN R^2: -1.27. Result ID: 69a1732835dfcabb00e71960. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Shape":"L","Threshold iota":"0.95"}. This record does not assert independent reproduction. ### Baseline KAN R^2: -2.38. Result ID: 69a1732835dfcabb00e71966. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Shape":"LM","Threshold iota":"0.95"}. This record does not assert independent reproduction. ### Baseline KAN R^2: -2.68. Result ID: 69a1732835dfcabb00e71959. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Shape":"S","Threshold iota":"0.5"}. This record does not assert independent reproduction. ### Baseline KAN R^2: -2.68. Result ID: 69a1732835dfcabb00e7195a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Shape":"S","Threshold iota":"0.95"}. This record does not assert independent reproduction. ### Baseline KAN R^2: -2.68. Result ID: 69a1732835dfcabb00e71965. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Architecture Shape":"LM","Threshold iota":"0.5"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.