# Time-series Generation on PEMS08 (Evening Peak) Source: [Time-series Generation on PEMS08 (Evening Peak)]() Collection index: [llms.txt]() Data updated: 2026-06-11T07:48:37.764Z Evaluation of time-series generation models on the Evening Peak subset of the PEMS08 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) | PEMS08 (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 (GPT2) | 0.0091 | Not recorded | 6a28f32590966ade919c1678 | | UPLOTS (llama3) | 0.0093 | Not recorded | 6a28f32590966ade919c1678 | | UPLOTS (GPT2) | 0.0122 | Not recorded | 6a28f32590966ade919c1678 | | UPLOTS (llama3) | 0.0143 | Not recorded | 6a28f32590966ade919c1678 | | Diffusion-TS-ICLR2024 | 0.0212 | Not recorded | 6a28f32590966ade919c1678 | | UPLOTS (GPT2) | 0.0406 | Not recorded | 6a28f32590966ade919c1678 | | UPLOTS (llama3) | 0.0413 | Not recorded | 6a28f32590966ade919c1678 | | Diffusion-TS-ICLR2024 | 0.0506 | Not recorded | 6a28f32590966ade919c1678 | | DiffTime-NIPS2023 | 0.0757 | Not recorded | 6a28f32590966ade919c1678 | | DiffTime-NIPS2023 | 0.0927 | Not recorded | 6a28f32590966ade919c1678 | | DiffTime-NIPS2023 | 0.0942 | Not recorded | 6a28f32590966ade919c1678 | | Diffwave-ICLR2021 | 0.1005 | Not recorded | 6a28f32590966ade919c1678 | | Diffwave-ICLR2021 | 0.112 | Not recorded | 6a28f32590966ade919c1678 | | TimeDP-AAAI2025 | 0.1547 | Not recorded | 6a28f32590966ade919c1678 | | TimeDP-AAAI2025 | 0.234 | Not recorded | 6a28f32590966ade919c1678 | | TimeDP-AAAI2025 | 0.395 | Not recorded | 6a28f32590966ade919c1678 | | TimeGAN-NIPS2019 | 0.4196 | Not recorded | 6a28f32590966ade919c1678 | | TimeGAN-NIPS2019 | 0.4383 | Not recorded | 6a28f32590966ade919c1678 | | TimeVAE-Arxiv2022 | 0.4741 | Not recorded | 6a28f32590966ade919c1678 | | TimeVAE-Arxiv2022 | 0.4882 | Not recorded | 6a28f32590966ade919c1678 | | Diffusion-TS-ICLR2024 | 0.5037 | Not recorded | 6a28f32590966ade919c1678 | | UPLOTS (Empty) | 0.5256 | Not recorded | 6a28f32590966ade919c1678 | | TimeVAE-Arxiv2022 | 0.6162 | Not recorded | 6a28f32590966ade919c1678 | | Diffwave-ICLR2021 | 0.9541 | Not recorded | 6a28f32590966ade919c1678 | | UPLOTS (Empty) | 1.2696 | Not recorded | 6a28f32590966ade919c1678 | | UPLOTS (Empty) | 2.2246 | Not recorded | 6a28f32590966ade919c1678 | | TimeGAN-NIPS2019 | 2.5267 | Not recorded | 6a28f32590966ade919c1678 | ### UPLOTS (GPT2) Context-FID: 0.0091. Result ID: 6a2a6844fbc373592c273e93. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Multi Data","Backbone":"GPT-2"}. This record does not assert independent reproduction. ### UPLOTS (llama3) Context-FID: 0.0093. Result ID: 6a2a6844fbc373592c273e94. [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: 0.0122. Result ID: 6a2a6844fbc373592c273f6b. [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: 0.0143. Result ID: 6a2a6844fbc373592c273f6c. [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: 0.0212. Result ID: 6a2a6844fbc373592c273f68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Single Data","Generation Length":"48"}. This record does not assert independent reproduction. ### UPLOTS (GPT2) Context-FID: 0.0406. Result ID: 6a2a6844fbc373592c273edb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Multi Data","Generation Length":"96"}. This record does not assert independent reproduction. ### UPLOTS (llama3) Context-FID: 0.0413. Result ID: 6a2a6844fbc373592c273edc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Multi Data","Generation Length":"96"}. This record does not assert independent reproduction. ### Diffusion-TS-ICLR2024 Context-FID: 0.0506. Result ID: 6a2a6844fbc373592c273ed8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Single Data","Generation Length":"96"}. This record does not assert independent reproduction. ### DiffTime-NIPS2023 Context-FID: 0.0757. Result ID: 6a2a6844fbc373592c273e8f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Single Data"}. This record does not assert independent reproduction. ### DiffTime-NIPS2023 Context-FID: 0.0927. Result ID: 6a2a6844fbc373592c273ed7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Single Data","Generation Length":"96"}. This record does not assert independent reproduction. ### DiffTime-NIPS2023 Context-FID: 0.0942. Result ID: 6a2a6844fbc373592c273f67. [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: 0.1005. Result ID: 6a2a6844fbc373592c273f66. [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: 0.112. Result ID: 6a2a6844fbc373592c273ed6. [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: 0.1547. Result ID: 6a2a6844fbc373592c273f69. [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: 0.234. Result ID: 6a2a6844fbc373592c273e91. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Multi Data"}. This record does not assert independent reproduction. ### TimeDP-AAAI2025 Context-FID: 0.395. Result ID: 6a2a6844fbc373592c273ed9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Multi Data","Generation Length":"96"}. This record does not assert independent reproduction. ### TimeGAN-NIPS2019 Context-FID: 0.4196. Result ID: 6a2a6844fbc373592c273f64. [Reporting paper]() Recorded evaluation configuration: {"Data Type":"Single Data","Generation Length":"48"}. This record does not assert independent reproduction. ### TimeGAN-NIPS2019 Context-FID: 0.4383. Result ID: 6a2a6844fbc373592c273e8c. [Reporting paper]() Recorded evaluation configuration: {"Data Type":"Single Data"}. This record does not assert independent reproduction. ### TimeVAE-Arxiv2022 Context-FID: 0.4741. Result ID: 6a2a6844fbc373592c273ed5. [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: 0.4882. Result ID: 6a2a6844fbc373592c273e8d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Single Data"}. This record does not assert independent reproduction. ### Diffusion-TS-ICLR2024 Context-FID: 0.5037. Result ID: 6a2a6844fbc373592c273e90. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Single Data"}. This record does not assert independent reproduction. ### UPLOTS (Empty) Context-FID: 0.5256. Result ID: 6a2a6844fbc373592c273e92. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Multi Data"}. This record does not assert independent reproduction. ### TimeVAE-Arxiv2022 Context-FID: 0.6162. Result ID: 6a2a6844fbc373592c273f65. [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: 0.9541. Result ID: 6a2a6844fbc373592c273e8e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Single Data"}. This record does not assert independent reproduction. ### UPLOTS (Empty) Context-FID: 1.2696. Result ID: 6a2a6844fbc373592c273f6a. [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: 2.2246. Result ID: 6a2a6844fbc373592c273eda. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Multi Data","Generation Length":"96"}. This record does not assert independent reproduction. ### TimeGAN-NIPS2019 Context-FID: 2.5267. Result ID: 6a2a6844fbc373592c273ed4. [Reporting paper]() Recorded evaluation configuration: {"Data Type":"Single Data","Generation Length":"96"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.