# Time-series Generation on PEMS04 Evening Peak Source: [Time-series Generation on PEMS04 Evening Peak]() Collection index: [llms.txt]() Data updated: 2026-06-11T07:48:37.643Z Evaluation of time-series generation models on the Evening Peak subset of the PEMS04 traffic dataset, assessed using Context-FID, Discriminative Score, and Predictive Score. 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 | Time-series Generation | | Dataset (including any stated split) | PEMS04 Evening Peak | | Metric | Context-FID | | 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 - [Context-FID](): Lower is better; unit: SCALAR. - [Discriminative Score](): Higher is better; unit: SCALAR. - [Predictive Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Context-FID | Result date | Report paper | | --- | --- | --- | --- | | UPLOTS (llama3) | 0.0064 | Not recorded | 6a28f32590966ade919c1678 | | UPLOTS (GPT2) | 0.0073 | Not recorded | 6a28f32590966ade919c1678 | | UPLOTS (GPT2) | 0.0121 | Not recorded | 6a28f32590966ade919c1678 | | UPLOTS (llama3) | 0.0134 | Not recorded | 6a28f32590966ade919c1678 | | Diffusion-TS-ICLR2024 | 0.0139 | Not recorded | 6a28f32590966ade919c1678 | | Diffusion-TS-ICLR2024 | 0.0221 | Not recorded | 6a28f32590966ade919c1678 | | Diffusion-TS-ICLR2024 | 0.0376 | Not recorded | 6a28f32590966ade919c1678 | | TimeGAN-NIPS2019 | 0.0619 | Not recorded | 6a28f32590966ade919c1678 | | UPLOTS (llama3) | 0.0712 | Not recorded | 6a28f32590966ade919c1678 | | UPLOTS (GPT2) | 0.0725 | Not recorded | 6a28f32590966ade919c1678 | | DiffTime-NIPS2023 | 0.0866 | Not recorded | 6a28f32590966ade919c1678 | | DiffTime-NIPS2023 | 0.0895 | Not recorded | 6a28f32590966ade919c1678 | | Diffwave-ICLR2021 | 0.0995 | Not recorded | 6a28f32590966ade919c1678 | | Diffwave-ICLR2021 | 0.0996 | Not recorded | 6a28f32590966ade919c1678 | | TimeGAN-NIPS2019 | 0.1058 | Not recorded | 6a28f32590966ade919c1678 | | DiffTime-NIPS2023 | 0.1208 | Not recorded | 6a28f32590966ade919c1678 | | Diffwave-ICLR2021 | 0.1314 | Not recorded | 6a28f32590966ade919c1678 | | TimeDP-AAAI2025 | 0.1417 | Not recorded | 6a28f32590966ade919c1678 | | TimeGAN-NIPS2019 | 0.304 | Not recorded | 6a28f32590966ade919c1678 | | TimeDP-AAAI2025 | 0.3246 | Not recorded | 6a28f32590966ade919c1678 | | TimeDP-AAAI2025 | 0.5951 | Not recorded | 6a28f32590966ade919c1678 | | UPLOTS (Empty) | 0.6286 | Not recorded | 6a28f32590966ade919c1678 | | TimeVAE-Arxiv2022 | 0.733 | Not recorded | 6a28f32590966ade919c1678 | | TimeVAE-Arxiv2022 | 0.7564 | Not recorded | 6a28f32590966ade919c1678 | | TimeVAE-Arxiv2022 | 0.7798 | Not recorded | 6a28f32590966ade919c1678 | | UPLOTS (Empty) | 1.5606 | Not recorded | 6a28f32590966ade919c1678 | | UPLOTS (Empty) | 2.7541 | Not recorded | 6a28f32590966ade919c1678 | ### UPLOTS (llama3) Context-FID: 0.0064. Result ID: 6a2a6844fbc373592c273e82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Multi Data","Backbone":"LLaMA 3.2-1B"}. This record does not assert independent reproduction. ### UPLOTS (GPT2) Context-FID: 0.0073. Result ID: 6a2a6844fbc373592c273e81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Multi Data","Backbone":"GPT-2"}. This record does not assert independent reproduction. ### UPLOTS (GPT2) Context-FID: 0.0121. Result ID: 6a2a6844fbc373592c273f59. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Multi Data","Generation Length":"48"}. This record does not assert independent reproduction. ### UPLOTS (llama3) Context-FID: 0.0134. Result ID: 6a2a6844fbc373592c273f5a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Multi Data","Generation Length":"48"}. This record does not assert independent reproduction. ### Diffusion-TS-ICLR2024 Context-FID: 0.0139. Result ID: 6a2a6844fbc373592c273e7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Single Data"}. This record does not assert independent reproduction. ### Diffusion-TS-ICLR2024 Context-FID: 0.0221. Result ID: 6a2a6844fbc373592c273f56. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Single Data","Generation Length":"48"}. This record does not assert independent reproduction. ### Diffusion-TS-ICLR2024 Context-FID: 0.0376. Result ID: 6a2a6844fbc373592c273ec6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Single Data","Generation Length":"96"}. This record does not assert independent reproduction. ### TimeGAN-NIPS2019 Context-FID: 0.0619. Result ID: 6a2a6844fbc373592c273e7a. [Reporting paper]() Recorded evaluation configuration: {"Data Type":"Single Data"}. This record does not assert independent reproduction. ### UPLOTS (llama3) Context-FID: 0.0712. Result ID: 6a2a6844fbc373592c273eca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Multi Data","Generation Length":"96"}. This record does not assert independent reproduction. ### UPLOTS (GPT2) Context-FID: 0.0725. Result ID: 6a2a6844fbc373592c273ec9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Multi Data","Generation Length":"96"}. This record does not assert independent reproduction. ### DiffTime-NIPS2023 Context-FID: 0.0866. Result ID: 6a2a6844fbc373592c273e7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Single Data"}. This record does not assert independent reproduction. ### DiffTime-NIPS2023 Context-FID: 0.0895. Result ID: 6a2a6844fbc373592c273f55. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Single Data","Generation Length":"48"}. This record does not assert independent reproduction. ### Diffwave-ICLR2021 Context-FID: 0.0995. Result ID: 6a2a6844fbc373592c273e7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Single Data"}. This record does not assert independent reproduction. ### Diffwave-ICLR2021 Context-FID: 0.0996. Result ID: 6a2a6844fbc373592c273f54. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Single Data","Generation Length":"48"}. This record does not assert independent reproduction. ### TimeGAN-NIPS2019 Context-FID: 0.1058. Result ID: 6a2a6844fbc373592c273f52. [Reporting paper]() Recorded evaluation configuration: {"Data Type":"Single Data","Generation Length":"48"}. This record does not assert independent reproduction. ### DiffTime-NIPS2023 Context-FID: 0.1208. Result ID: 6a2a6844fbc373592c273ec5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Single Data","Generation Length":"96"}. This record does not assert independent reproduction. ### Diffwave-ICLR2021 Context-FID: 0.1314. Result ID: 6a2a6844fbc373592c273ec4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Single Data","Generation Length":"96"}. This record does not assert independent reproduction. ### TimeDP-AAAI2025 Context-FID: 0.1417. Result ID: 6a2a6844fbc373592c273e7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Multi Data"}. This record does not assert independent reproduction. ### TimeGAN-NIPS2019 Context-FID: 0.304. Result ID: 6a2a6844fbc373592c273ec2. [Reporting paper]() Recorded evaluation configuration: {"Data Type":"Single Data","Generation Length":"96"}. This record does not assert independent reproduction. ### TimeDP-AAAI2025 Context-FID: 0.3246. Result ID: 6a2a6844fbc373592c273f57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Multi Data","Generation Length":"48"}. This record does not assert independent reproduction. ### TimeDP-AAAI2025 Context-FID: 0.5951. Result ID: 6a2a6844fbc373592c273ec7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Multi Data","Generation Length":"96"}. This record does not assert independent reproduction. ### UPLOTS (Empty) Context-FID: 0.6286. Result ID: 6a2a6844fbc373592c273e80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Multi Data"}. This record does not assert independent reproduction. ### TimeVAE-Arxiv2022 Context-FID: 0.733. Result ID: 6a2a6844fbc373592c273e7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Single Data"}. This record does not assert independent reproduction. ### TimeVAE-Arxiv2022 Context-FID: 0.7564. Result ID: 6a2a6844fbc373592c273ec3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Single Data","Generation Length":"96"}. This record does not assert independent reproduction. ### TimeVAE-Arxiv2022 Context-FID: 0.7798. Result ID: 6a2a6844fbc373592c273f53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Single Data","Generation Length":"48"}. This record does not assert independent reproduction. ### UPLOTS (Empty) Context-FID: 1.5606. Result ID: 6a2a6844fbc373592c273f58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Multi Data","Generation Length":"48"}. This record does not assert independent reproduction. ### UPLOTS (Empty) Context-FID: 2.7541. Result ID: 6a2a6844fbc373592c273ec8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Multi Data","Generation Length":"96"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.