# Lipschitz constant estimation on California housing Source: [Lipschitz constant estimation on California housing]() Collection index: [llms.txt]() Data updated: 2026-05-28T10:32:28.940Z Evaluation of Lipschitz constant estimation performance on the California housing dataset. 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 | Lipschitz constant estimation | | Dataset (including any stated split) | California housing | | Metric | Lipschitz Constant | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 27 of 27 | | 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 - [Lipschitz Constant](): Lower is better; unit: SCALAR. ## Recorded results | Method | Lipschitz Constant | Result date | Report paper | | --- | --- | --- | --- | | Trivial | 1 | Not recorded | 6a17cc58dbd7150506f8165e | | Trivial | 1.01 | Not recorded | 6a17cc58dbd7150506f8165e | | Trivial | 1.04 | Not recorded | 6a17cc58dbd7150506f8165e | | Trivial | 1.06 | Not recorded | 6a17cc58dbd7150506f8165e | | LDMOC | 1.26 | Not recorded | 6a17cc58dbd7150506f8165e | | Trivial | 1.34 | Not recorded | 6a17cc58dbd7150506f8165e | | LDMOC | 1.43 | Not recorded | 6a17cc58dbd7150506f8165e | | Trivial | 1.53 | Not recorded | 6a17cc58dbd7150506f8165e | | LDMOC | 1.75 | Not recorded | 6a17cc58dbd7150506f8165e | | ECLipsE | 1.8 | Not recorded | 6a17cc58dbd7150506f8165e | | LDMOC | 1.81 | Not recorded | 6a17cc58dbd7150506f8165e | | LDMOC | 1.95 | Not recorded | 6a17cc58dbd7150506f8165e | | ECLipsE | 1.99 | Not recorded | 6a17cc58dbd7150506f8165e | | ECLipsE | 2.05 | Not recorded | 6a17cc58dbd7150506f8165e | | Trivial | 3.72 | Not recorded | 6a17cc58dbd7150506f8165e | | Trivial | 3.88 | Not recorded | 6a17cc58dbd7150506f8165e | | ECLipsE | 4.1 | Not recorded | 6a17cc58dbd7150506f8165e | | ECLipsE | 4.41 | Not recorded | 6a17cc58dbd7150506f8165e | | ECLipsE | 4.45 | Not recorded | 6a17cc58dbd7150506f8165e | | LDMOC | 5.17 | Not recorded | 6a17cc58dbd7150506f8165e | | LDMOC | 5.22 | Not recorded | 6a17cc58dbd7150506f8165e | | ECLipsE | 5.46 | Not recorded | 6a17cc58dbd7150506f8165e | | LDMOC | 5.6 | Not recorded | 6a17cc58dbd7150506f8165e | | ECLipsE | 5.69 | Not recorded | 6a17cc58dbd7150506f8165e | | ECLipsE | 5.83 | Not recorded | 6a17cc58dbd7150506f8165e | | LDMOC | 6.61 | Not recorded | 6a17cc58dbd7150506f8165e | | Trivial | 9.09 | Not recorded | 6a17cc58dbd7150506f8165e | ### Trivial Lipschitz Constant: 1. Result ID: 6a1818f8fbc373592c128dc1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Regime":"underfitting","Layers":"20","Neurons/layer":"200"}. This record does not assert independent reproduction. ### Trivial Lipschitz Constant: 1.01. Result ID: 6a1818f8fbc373592c128dbb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Regime":"well-fitting","Layers":"3","Neurons/layer":"200"}. This record does not assert independent reproduction. ### Trivial Lipschitz Constant: 1.04. Result ID: 6a1818f8fbc373592c128dbf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Regime":"underfitting","Layers":"20","Neurons/layer":"50"}. This record does not assert independent reproduction. ### Trivial Lipschitz Constant: 1.06. Result ID: 6a1818f8fbc373592c128dc0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Regime":"underfitting","Layers":"20","Neurons/layer":"100"}. This record does not assert independent reproduction. ### LDMOC Lipschitz Constant: 1.26. Result ID: 6a1818f8fbc373592c128dd1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Regime":"underfitting","Layers":"20","Neurons/layer":"50"}. This record does not assert independent reproduction. ### Trivial Lipschitz Constant: 1.34. Result ID: 6a1818f8fbc373592c128db9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Regime":"well-fitting","Layers":"3","Neurons/layer":"50"}. This record does not assert independent reproduction. ### LDMOC Lipschitz Constant: 1.43. Result ID: 6a1818f8fbc373592c128dd2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Regime":"underfitting","Layers":"20","Neurons/layer":"100"}. This record does not assert independent reproduction. ### Trivial Lipschitz Constant: 1.53. Result ID: 6a1818f8fbc373592c128dbc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Regime":"overfitting","Layers":"5","Neurons/layer":"50"}. This record does not assert independent reproduction. ### LDMOC Lipschitz Constant: 1.75. Result ID: 6a1818f8fbc373592c128dcf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Regime":"overfitting","Layers":"5","Neurons/layer":"100"}. This record does not assert independent reproduction. ### ECLipsE Lipschitz Constant: 1.8. Result ID: 6a1818f8fbc373592c128dc7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Regime":"overfitting","Layers":"5","Neurons/layer":"200"}. This record does not assert independent reproduction. ### LDMOC Lipschitz Constant: 1.81. Result ID: 6a1818f8fbc373592c128dce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Regime":"overfitting","Layers":"5","Neurons/layer":"50"}. This record does not assert independent reproduction. ### LDMOC Lipschitz Constant: 1.95. Result ID: 6a1818f8fbc373592c128dd0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Regime":"overfitting","Layers":"5","Neurons/layer":"200"}. This record does not assert independent reproduction. ### ECLipsE Lipschitz Constant: 1.99. Result ID: 6a1818f8fbc373592c128dc6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Regime":"overfitting","Layers":"5","Neurons/layer":"100"}. This record does not assert independent reproduction. ### ECLipsE Lipschitz Constant: 2.05. Result ID: 6a1818f8fbc373592c128dc5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Regime":"overfitting","Layers":"5","Neurons/layer":"50"}. This record does not assert independent reproduction. ### Trivial Lipschitz Constant: 3.72. Result ID: 6a1818f8fbc373592c128dba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Regime":"well-fitting","Layers":"3","Neurons/layer":"100"}. This record does not assert independent reproduction. ### Trivial Lipschitz Constant: 3.88. Result ID: 6a1818f8fbc373592c128dbe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Regime":"overfitting","Layers":"5","Neurons/layer":"200"}. This record does not assert independent reproduction. ### ECLipsE Lipschitz Constant: 4.1. Result ID: 6a1818f8fbc373592c128dc2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Regime":"well-fitting","Layers":"3","Neurons/layer":"50"}. This record does not assert independent reproduction. ### ECLipsE Lipschitz Constant: 4.41. Result ID: 6a1818f8fbc373592c128dc3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Regime":"well-fitting","Layers":"3","Neurons/layer":"100"}. This record does not assert independent reproduction. ### ECLipsE Lipschitz Constant: 4.45. Result ID: 6a1818f8fbc373592c128dc4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Regime":"well-fitting","Layers":"3","Neurons/layer":"200"}. This record does not assert independent reproduction. ### LDMOC Lipschitz Constant: 5.17. Result ID: 6a1818f8fbc373592c128dcc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Regime":"well-fitting","Layers":"3","Neurons/layer":"100"}. This record does not assert independent reproduction. ### LDMOC Lipschitz Constant: 5.22. Result ID: 6a1818f8fbc373592c128dcb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Regime":"well-fitting","Layers":"3","Neurons/layer":"50"}. This record does not assert independent reproduction. ### ECLipsE Lipschitz Constant: 5.46. Result ID: 6a1818f8fbc373592c128dc9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Regime":"underfitting","Layers":"20","Neurons/layer":"100"}. This record does not assert independent reproduction. ### LDMOC Lipschitz Constant: 5.6. Result ID: 6a1818f8fbc373592c128dcd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Regime":"well-fitting","Layers":"3","Neurons/layer":"200"}. This record does not assert independent reproduction. ### ECLipsE Lipschitz Constant: 5.69. Result ID: 6a1818f8fbc373592c128dc8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Regime":"underfitting","Layers":"20","Neurons/layer":"50"}. This record does not assert independent reproduction. ### ECLipsE Lipschitz Constant: 5.83. Result ID: 6a1818f8fbc373592c128dca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Regime":"underfitting","Layers":"20","Neurons/layer":"200"}. This record does not assert independent reproduction. ### LDMOC Lipschitz Constant: 6.61. Result ID: 6a1818f8fbc373592c128dd3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Regime":"underfitting","Layers":"20","Neurons/layer":"200"}. This record does not assert independent reproduction. ### Trivial Lipschitz Constant: 9.09. Result ID: 6a1818f8fbc373592c128dbd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Regime":"overfitting","Layers":"5","Neurons/layer":"100"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.