The model reproduction work in the library has been assisted by several developers. The specific contribution list is shown below.
For a list of all models reproduced in LibCity, see Docs, where you can see the abbreviation of the model and the corresponding papers and citations.
| Task | Model | Contributor |
|---|---|---|
| Time Series Prediction | HA | XBR-1111, aptx1231 |
| ARIMA | l782993610, aptx1231 | |
| VAR | aptx1231, excelsior399 | |
| SVR | aptx1231, buaacjw | |
| Traffic State Prediction | RNN-2 | aptx1231 |
| Seq2Seq | aptx1231 | |
| AutoEncoder | aptx1231 | |
| FNN | NickHan-cs | |
| Traffic Flow Prediction | ACFM | aptx1231 |
| ACFMCommon | aptx1231 | |
| AGCRN | aptx1231 | |
| ASTGCN | aptx1231 | |
| ASTGCNCommon | aptx1231 | |
| ASTGNN | luiluizi | |
| ASTGNNCommon | luiluizi | |
| DSTAGNN | hczs | |
| ESG | Kazeya27 | |
| FOGS | hczs | |
| MSTGCN | aptx1231 | |
| MSTGCNCommon | aptx1231 | |
| MultiSPANS | Kazeya27 | |
| PDFormer | Kazeya27 | |
| RGSL | hczs | |
| SSTBAN | hczs | |
| STGNCDE | luiluizi | |
| STGODE | Kazeya27 | |
| STNorm | luiluizi | |
| STPGCN | hczs | |
| STResNet | aptx1231 | |
| STPGCNSTResNetCommon | aptx1231 | |
| STSSL | Lucas-lyh | |
| ST-TSNet | hczs | |
| STWave | hczs | |
| SimST | hczs | |
| TimeMixer | hczs | |
| DGCN | aptx1231 | |
| DSAN | XBR-1111 | |
| CRANN | aptx1231 | |
| STSGCN | Y-Claw, l782993610, aptx1231 | |
| CONVGCN | XBR-1111, wang-lucy | |
| CONVGCNCommon | XBR-1111 | |
| ResLSTM | NickHan-cs, GawsonZz | |
| STDN | NickHan-cs, 8igfive | |
| ToGCN | XBR-1111 | |
| MultiSTGCnet | wyooyw | |
| MultiSTGCnetCommon | XBR-1111 | |
| STNN | mjh12138, 01010122 | |
| FreTS | Kazeya27 | |
| Traffic Speed Prediction | DCRNN | aptx1231 |
| D2STGNN | NickHan-cs | |
| DMSTGCN | Kazeya27 | |
| HIEST | Kazeya27 | |
| MegaCRN | hczs | |
| STAFormer | hczs | |
| STID | smilehan | |
| STGCN | aptx1231 | |
| GWNET | aptx1231 | |
| MTGNN | aptx1231 | |
| STMGAT | aptx1231 | |
| TGCN | Asabaka, aptx1231 | |
| TGCLSTM | NickHan-cs, aptx1231 | |
| GTS | aptx1231, buaacjw, t123yh, h9tyf | |
| GMAN | huangjiawei128, fry412 | |
| ` | ATDM | zhangjiahui-buaa |
| HGCN | XBR-1111, Matty-blu, nan0054, PotassiumWings | |
| STAGGCN | a-l-r, aptx1231 | |
| DKFN | a-l-r, aptx1231, NickHan-cs | |
| STTN | NickHan-cs | |
| TESTAM | hczs | |
| Trafformer | hczs | |
| On-Demand Service Prediction | CCRNN | aptx1231 |
| STG2Seq | aptx1231, Stevezzy | |
| DMVSTNet | l782993610, WANDY666 | |
| OD Matrix Prediction | GEML | l782993610 |
| CSTN | l782993610 | |
| Traffic Accidents Prediction | GSNet | excelsior399 |
| Trajectory Next-Location Prediction | FPMC | WenMellors |
| RNN-1 | WenMellors | |
| STRNN | BugMakerzzz, xcw-1010, WenMellors | |
| ATSTLSTM | DrSpace, hairfull, WenMellors | |
| SERM | cwt-2021, Miffy623, iceredteav, WenMellors | |
| STAN | JacquesdeH, 0-KaiKai-0, WenMellors | |
| DeepMove | WenMellors | |
| CARA | aejion, duckingss | |
| LSTPM | ssdrywz, Jerry18231174, WenMellors | |
| GeoSAN | Reinhard-Tichy | |
| HSTLSTM | Creddittale, WenMellors | |
| Estimated Time of Arrival | DeepTTE | NickHan-cs |
| TTPNet | NickHan-cs | |
| Map Matching | STMatching | XBR-1111 |
| IVMM | excelsior399 | |
| HMMM | XBR-1111 | |
| Road Network Representation Learning | ChebConv | aptx1231 |
| Node2Vec | aptx1231 | |
| DeepWalk | aptx1231 | |
| LINE | l782993610 | |
| GAT | Qwtdgh | |
| GeomGCN | Aressfull |