# Traffic Imputation (Cell-MAR) on METR-LA Source: [Traffic Imputation (Cell-MAR) on METR-LA]() Collection index: [llms.txt]() Data updated: 2026-05-19T09:52:04.933Z Evaluation of traffic imputation performance using the Cell-MAR configuration on the METR-LA dataset, assessed via metrics like MAE. 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 | Traffic Imputation (Cell-MAR) | | Dataset (including any stated split) | METR-LA | | Metric | MAE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 30 of 30 | | 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 - [MAE](): Lower is better; unit: SCALAR. ## Recorded results | Method | MAE | Result date | Report paper | | --- | --- | --- | --- | | MSHL | 2.775 | Not recorded | 6a0bee99dbc836b87d82c445 | | MSHL | 3.061 | Not recorded | 6a0bee99dbc836b87d82c445 | | LETC | 3.213 | Not recorded | 6a0bee99dbc836b87d82c445 | | Tikh-graph | 3.253 | Not recorded | 6a0bee99dbc836b87d82c445 | | MSHL | 3.408 | Not recorded | 6a0bee99dbc836b87d82c445 | | LETC | 3.464 | Not recorded | 6a0bee99dbc836b87d82c445 | | Tikh-graph | 3.494 | Not recorded | 6a0bee99dbc836b87d82c445 | | Tikh-graph | 3.793 | Not recorded | 6a0bee99dbc836b87d82c445 | | LETC | 3.818 | Not recorded | 6a0bee99dbc836b87d82c445 | | MSHL | 3.921 | Not recorded | 6a0bee99dbc836b87d82c445 | | WDGTC | 3.922 | Not recorded | 6a0bee99dbc836b87d82c445 | | WDGTC | 3.969 | Not recorded | 6a0bee99dbc836b87d82c445 | | WDGTC | 4.061 | Not recorded | 6a0bee99dbc836b87d82c445 | | Tikh-graph | 4.21 | Not recorded | 6a0bee99dbc836b87d82c445 | | LETC | 4.403 | Not recorded | 6a0bee99dbc836b87d82c445 | | WDGTC | 4.42 | Not recorded | 6a0bee99dbc836b87d82c445 | | Tikh-graph | 4.985 | Not recorded | 6a0bee99dbc836b87d82c445 | | MSHL | 4.985 | Not recorded | 6a0bee99dbc836b87d82c445 | | LETC | 5.876 | Not recorded | 6a0bee99dbc836b87d82c445 | | kNN-spatial | 6.932 | Not recorded | 6a0bee99dbc836b87d82c445 | | Sensor-mean | 7.028 | Not recorded | 6a0bee99dbc836b87d82c445 | | Sensor-mean | 7.042 | Not recorded | 6a0bee99dbc836b87d82c445 | | Sensor-mean | 7.046 | Not recorded | 6a0bee99dbc836b87d82c445 | | Sensor-mean | 7.048 | Not recorded | 6a0bee99dbc836b87d82c445 | | kNN-spatial | 7.053 | Not recorded | 6a0bee99dbc836b87d82c445 | | Sensor-mean | 7.056 | Not recorded | 6a0bee99dbc836b87d82c445 | | kNN-spatial | 7.267 | Not recorded | 6a0bee99dbc836b87d82c445 | | kNN-spatial | 7.614 | Not recorded | 6a0bee99dbc836b87d82c445 | | kNN-spatial | 7.686 | Not recorded | 6a0bee99dbc836b87d82c445 | | WDGTC | 14.49 | Not recorded | 6a0bee99dbc836b87d82c445 | ### MSHL MAE: 2.775. Result ID: 6a0c3297fbc373592c02bd68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"p":"0.1"}. This record does not assert independent reproduction. ### MSHL MAE: 3.061. Result ID: 6a0c3297fbc373592c02bd69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"p":"0.3"}. This record does not assert independent reproduction. ### LETC MAE: 3.213. Result ID: 6a0c3297fbc373592c02bd59. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"p":"0.1"}. This record does not assert independent reproduction. ### Tikh-graph MAE: 3.253. Result ID: 6a0c3297fbc373592c02bd63. [Reporting paper]() Recorded evaluation configuration: {"p":"0.1"}. This record does not assert independent reproduction. ### MSHL MAE: 3.408. Result ID: 6a0c3297fbc373592c02bd6a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"p":"0.5"}. This record does not assert independent reproduction. ### LETC MAE: 3.464. Result ID: 6a0c3297fbc373592c02bd5a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"p":"0.3"}. This record does not assert independent reproduction. ### Tikh-graph MAE: 3.494. Result ID: 6a0c3297fbc373592c02bd64. [Reporting paper]() Recorded evaluation configuration: {"p":"0.3"}. This record does not assert independent reproduction. ### Tikh-graph MAE: 3.793. Result ID: 6a0c3297fbc373592c02bd65. [Reporting paper]() Recorded evaluation configuration: {"p":"0.5"}. This record does not assert independent reproduction. ### LETC MAE: 3.818. Result ID: 6a0c3297fbc373592c02bd5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"p":"0.5"}. This record does not assert independent reproduction. ### MSHL MAE: 3.921. Result ID: 6a0c3297fbc373592c02bd6b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"p":"0.7"}. This record does not assert independent reproduction. ### WDGTC MAE: 3.922. Result ID: 6a0c3297fbc373592c02bd5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"p":"0.1"}. This record does not assert independent reproduction. ### WDGTC MAE: 3.969. Result ID: 6a0c3297fbc373592c02bd5f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"p":"0.3"}. This record does not assert independent reproduction. ### WDGTC MAE: 4.061. Result ID: 6a0c3297fbc373592c02bd60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"p":"0.5"}. This record does not assert independent reproduction. ### Tikh-graph MAE: 4.21. Result ID: 6a0c3297fbc373592c02bd66. [Reporting paper]() Recorded evaluation configuration: {"p":"0.7"}. This record does not assert independent reproduction. ### LETC MAE: 4.403. Result ID: 6a0c3297fbc373592c02bd5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"p":"0.7"}. This record does not assert independent reproduction. ### WDGTC MAE: 4.42. Result ID: 6a0c3297fbc373592c02bd61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"p":"0.7"}. This record does not assert independent reproduction. ### Tikh-graph MAE: 4.985. Result ID: 6a0c3297fbc373592c02bd67. [Reporting paper]() Recorded evaluation configuration: {"p":"0.9"}. This record does not assert independent reproduction. ### MSHL MAE: 4.985. Result ID: 6a0c3297fbc373592c02bd6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"p":"0.9"}. This record does not assert independent reproduction. ### LETC MAE: 5.876. Result ID: 6a0c3297fbc373592c02bd5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"p":"0.9"}. This record does not assert independent reproduction. ### kNN-spatial MAE: 6.932. Result ID: 6a0c3297fbc373592c02bd54. [Reporting paper]() Recorded evaluation configuration: {"p":"0.1"}. This record does not assert independent reproduction. ### Sensor-mean MAE: 7.028. Result ID: 6a0c3297fbc373592c02bd4f. [Reporting paper]() Recorded evaluation configuration: {"p":"0.1"}. This record does not assert independent reproduction. ### Sensor-mean MAE: 7.042. Result ID: 6a0c3297fbc373592c02bd50. [Reporting paper]() Recorded evaluation configuration: {"p":"0.3"}. This record does not assert independent reproduction. ### Sensor-mean MAE: 7.046. Result ID: 6a0c3297fbc373592c02bd52. [Reporting paper]() Recorded evaluation configuration: {"p":"0.7"}. This record does not assert independent reproduction. ### Sensor-mean MAE: 7.048. Result ID: 6a0c3297fbc373592c02bd51. [Reporting paper]() Recorded evaluation configuration: {"p":"0.5"}. This record does not assert independent reproduction. ### kNN-spatial MAE: 7.053. Result ID: 6a0c3297fbc373592c02bd55. [Reporting paper]() Recorded evaluation configuration: {"p":"0.3"}. This record does not assert independent reproduction. ### Sensor-mean MAE: 7.056. Result ID: 6a0c3297fbc373592c02bd53. [Reporting paper]() Recorded evaluation configuration: {"p":"0.9"}. This record does not assert independent reproduction. ### kNN-spatial MAE: 7.267. Result ID: 6a0c3297fbc373592c02bd56. [Reporting paper]() Recorded evaluation configuration: {"p":"0.5"}. This record does not assert independent reproduction. ### kNN-spatial MAE: 7.614. Result ID: 6a0c3297fbc373592c02bd57. [Reporting paper]() Recorded evaluation configuration: {"p":"0.7"}. This record does not assert independent reproduction. ### kNN-spatial MAE: 7.686. Result ID: 6a0c3297fbc373592c02bd58. [Reporting paper]() Recorded evaluation configuration: {"p":"0.9"}. This record does not assert independent reproduction. ### WDGTC MAE: 14.49. Result ID: 6a0c3297fbc373592c02bd62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"p":"0.9"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.