# Traffic Data Completion on Guangzhou Source: [Traffic Data Completion on Guangzhou]() Collection index: [llms.txt]() Data updated: 2026-03-17T07:40:04.168Z Evaluation of models performing traffic data completion on the Guangzhou dataset, measured using RMSE and MAPE. 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 Data Completion | | Dataset (including any stated split) | Guangzhou | | Metric | RMSE | | 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 - [RMSE](): Lower is better; unit: SCALAR. - [MAPE](): Lower is better; unit: PERCENT. ## Recorded results | Method | RMSE | Result date | Report paper | | --- | --- | --- | --- | | NeuApprox | 9.24 | Not recorded | 69b8e0070636e5bf4afbe9ab | | NeuApprox | 9.3 | Not recorded | 69b8e0070636e5bf4afbe9ab | | LRTFR | 9.31 | Not recorded | 69b8e0070636e5bf4afbe9ab | | NeuApprox | 9.32 | Not recorded | 69b8e0070636e5bf4afbe9ab | | NeuApprox | 9.4125 | Not recorded | 69b8e0070636e5bf4afbe9ab | | LRTFR | 9.44 | Not recorded | 69b8e0070636e5bf4afbe9ab | | NeuApprox | 9.44 | Not recorded | 69b8e0070636e5bf4afbe9ab | | FSA | 9.45 | Not recorded | 69b8e0070636e5bf4afbe9ab | | FSA | 9.48 | Not recorded | 69b8e0070636e5bf4afbe9ab | | LRTFR | 9.55 | Not recorded | 69b8e0070636e5bf4afbe9ab | | LRTFR | 9.69 | Not recorded | 69b8e0070636e5bf4afbe9ab | | FSA | 9.71 | Not recorded | 69b8e0070636e5bf4afbe9ab | | LRTFR | 9.8618 | Not recorded | 69b8e0070636e5bf4afbe9ab | | FSA | 10.2111 | Not recorded | 69b8e0070636e5bf4afbe9ab | | FSA | 10.25 | Not recorded | 69b8e0070636e5bf4afbe9ab | | HaLRTC | 39.23 | Not recorded | 69b8e0070636e5bf4afbe9ab | | LRTC-TNN | 39.23 | Not recorded | 69b8e0070636e5bf4afbe9ab | | LATC | 39.23 | Not recorded | 69b8e0070636e5bf4afbe9ab | | HaLRTC | 39.55 | Not recorded | 69b8e0070636e5bf4afbe9ab | | LRTC-TNN | 39.55 | Not recorded | 69b8e0070636e5bf4afbe9ab | | LATC | 39.55 | Not recorded | 69b8e0070636e5bf4afbe9ab | | HaLRTC | 39.7 | Not recorded | 69b8e0070636e5bf4afbe9ab | | LRTC-TNN | 39.7 | Not recorded | 69b8e0070636e5bf4afbe9ab | | LATC | 39.7 | Not recorded | 69b8e0070636e5bf4afbe9ab | | HaLRTC | 40.09 | Not recorded | 69b8e0070636e5bf4afbe9ab | | LRTC-TNN | 40.09 | Not recorded | 69b8e0070636e5bf4afbe9ab | | LATC | 40.09 | Not recorded | 69b8e0070636e5bf4afbe9ab | | HaLRTC | 40.97 | Not recorded | 69b8e0070636e5bf4afbe9ab | | LRTC-TNN | 40.97 | Not recorded | 69b8e0070636e5bf4afbe9ab | | LATC | 40.97 | Not recorded | 69b8e0070636e5bf4afbe9ab | ### NeuApprox RMSE: 9.24. Result ID: 69b9037247f34ce924a1295f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing rate":"0.2"}. This record does not assert independent reproduction. ### NeuApprox RMSE: 9.3. Result ID: 69b9037247f34ce924a12953. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing rate":"0.1"}. This record does not assert independent reproduction. ### LRTFR RMSE: 9.31. Result ID: 69b9037247f34ce924a1295e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing rate":"0.2"}. This record does not assert independent reproduction. ### NeuApprox RMSE: 9.32. Result ID: 69b9037247f34ce924a12959. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing rate":"0.15"}. This record does not assert independent reproduction. ### NeuApprox RMSE: 9.4125. Result ID: 69b9037247f34ce924a1296b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing rate":"0.3"}. This record does not assert independent reproduction. ### LRTFR RMSE: 9.44. Result ID: 69b9037247f34ce924a12958. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing rate":"0.15"}. This record does not assert independent reproduction. ### NeuApprox RMSE: 9.44. Result ID: 69b9037247f34ce924a12965. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing rate":"0.25"}. This record does not assert independent reproduction. ### FSA RMSE: 9.45. Result ID: 69b9037247f34ce924a12963. [Reporting paper]() Recorded evaluation configuration: {"Missing rate":"0.25"}. This record does not assert independent reproduction. ### FSA RMSE: 9.48. Result ID: 69b9037247f34ce924a1295d. [Reporting paper]() Recorded evaluation configuration: {"Missing rate":"0.2"}. This record does not assert independent reproduction. ### LRTFR RMSE: 9.55. Result ID: 69b9037247f34ce924a12952. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing rate":"0.1"}. This record does not assert independent reproduction. ### LRTFR RMSE: 9.69. Result ID: 69b9037247f34ce924a12964. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing rate":"0.25"}. This record does not assert independent reproduction. ### FSA RMSE: 9.71. Result ID: 69b9037247f34ce924a12957. [Reporting paper]() Recorded evaluation configuration: {"Missing rate":"0.15"}. This record does not assert independent reproduction. ### LRTFR RMSE: 9.8618. Result ID: 69b9037247f34ce924a1296a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing rate":"0.3"}. This record does not assert independent reproduction. ### FSA RMSE: 10.2111. Result ID: 69b9037247f34ce924a12969. [Reporting paper]() Recorded evaluation configuration: {"Missing rate":"0.3"}. This record does not assert independent reproduction. ### FSA RMSE: 10.25. Result ID: 69b9037247f34ce924a12951. [Reporting paper]() Recorded evaluation configuration: {"Missing rate":"0.1"}. This record does not assert independent reproduction. ### HaLRTC RMSE: 39.23. Result ID: 69b9037247f34ce924a12966. [Reporting paper]() Recorded evaluation configuration: {"Missing rate":"0.3"}. This record does not assert independent reproduction. ### LRTC-TNN RMSE: 39.23. Result ID: 69b9037247f34ce924a12967. [Reporting paper]() Recorded evaluation configuration: {"Missing rate":"0.3"}. This record does not assert independent reproduction. ### LATC RMSE: 39.23. Result ID: 69b9037247f34ce924a12968. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing rate":"0.3"}. This record does not assert independent reproduction. ### HaLRTC RMSE: 39.55. Result ID: 69b9037247f34ce924a12960. [Reporting paper]() Recorded evaluation configuration: {"Missing rate":"0.25"}. This record does not assert independent reproduction. ### LRTC-TNN RMSE: 39.55. Result ID: 69b9037247f34ce924a12961. [Reporting paper]() Recorded evaluation configuration: {"Missing rate":"0.25"}. This record does not assert independent reproduction. ### LATC RMSE: 39.55. Result ID: 69b9037247f34ce924a12962. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing rate":"0.25"}. This record does not assert independent reproduction. ### HaLRTC RMSE: 39.7. Result ID: 69b9037247f34ce924a1295a. [Reporting paper]() Recorded evaluation configuration: {"Missing rate":"0.2"}. This record does not assert independent reproduction. ### LRTC-TNN RMSE: 39.7. Result ID: 69b9037247f34ce924a1295b. [Reporting paper]() Recorded evaluation configuration: {"Missing rate":"0.2"}. This record does not assert independent reproduction. ### LATC RMSE: 39.7. Result ID: 69b9037247f34ce924a1295c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing rate":"0.2"}. This record does not assert independent reproduction. ### HaLRTC RMSE: 40.09. Result ID: 69b9037247f34ce924a1294e. [Reporting paper]() Recorded evaluation configuration: {"Missing rate":"0.1"}. This record does not assert independent reproduction. ### LRTC-TNN RMSE: 40.09. Result ID: 69b9037247f34ce924a1294f. [Reporting paper]() Recorded evaluation configuration: {"Missing rate":"0.1"}. This record does not assert independent reproduction. ### LATC RMSE: 40.09. Result ID: 69b9037247f34ce924a12950. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing rate":"0.1"}. This record does not assert independent reproduction. ### HaLRTC RMSE: 40.97. Result ID: 69b9037247f34ce924a12954. [Reporting paper]() Recorded evaluation configuration: {"Missing rate":"0.15"}. This record does not assert independent reproduction. ### LRTC-TNN RMSE: 40.97. Result ID: 69b9037247f34ce924a12955. [Reporting paper]() Recorded evaluation configuration: {"Missing rate":"0.15"}. This record does not assert independent reproduction. ### LATC RMSE: 40.97. Result ID: 69b9037247f34ce924a12956. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Missing rate":"0.15"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.