# Time-series Generation on Energy (Morning Peak) Source: [Time-series Generation on Energy (Morning Peak)]() Collection index: [llms.txt]() Data updated: 2026-06-11T07:48:37.473Z Evaluation of Time-series Generation models specifically on the Morning Peak subset of the Energy 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) | Energy (Morning Peak) | | Metric | Context-FID | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 18 of 18 | | 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) | 0.0323 | Not recorded | 6a28f32590966ade919c1678 | | UPLOTS (GPT2) | 0.0348 | Not recorded | 6a28f32590966ade919c1678 | | DiffTime-NIPS2023 | 0.0439 | Not recorded | 6a28f32590966ade919c1678 | | Diffusion-TS-ICLR2024 | 0.0462 | Not recorded | 6a28f32590966ade919c1678 | | TimeDP-AAAI2025 | 0.084 | Not recorded | 6a28f32590966ade919c1678 | | Diffwave-ICLR2021 | 0.1125 | Not recorded | 6a28f32590966ade919c1678 | | UPLOTS (llama3) | 0.1432 | Not recorded | 6a28f32590966ade919c1678 | | UPLOTS (GPT2) | 0.1443 | Not recorded | 6a28f32590966ade919c1678 | | Diffusion-TS-ICLR2024 | 0.1452 | Not recorded | 6a28f32590966ade919c1678 | | DiffTime-NIPS2023 | 0.1475 | Not recorded | 6a28f32590966ade919c1678 | | Diffwave-ICLR2021 | 0.1512 | Not recorded | 6a28f32590966ade919c1678 | | TimeDP-AAAI2025 | 0.1962 | Not recorded | 6a28f32590966ade919c1678 | | TimeGAN-NIPS2019 | 0.2831 | Not recorded | 6a28f32590966ade919c1678 | | UPLOTS (Empty) | 0.2908 | Not recorded | 6a28f32590966ade919c1678 | | TimeVAE-Arxiv2022 | 0.3925 | Not recorded | 6a28f32590966ade919c1678 | | UPLOTS (Empty) | 0.4295 | Not recorded | 6a28f32590966ade919c1678 | | TimeVAE-Arxiv2022 | 0.7662 | Not recorded | 6a28f32590966ade919c1678 | | TimeGAN-NIPS2019 | 1.4668 | Not recorded | 6a28f32590966ade919c1678 | ### UPLOTS (llama3) Context-FID: 0.0323. Result ID: 6a2a6844fbc373592c273e67. [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: 0.0348. Result ID: 6a2a6844fbc373592c273e66. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Multi Data","Backbone":"GPT-2"}. This record does not assert independent reproduction. ### DiffTime-NIPS2023 Context-FID: 0.0439. Result ID: 6a2a6844fbc373592c273e62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Single Data"}. This record does not assert independent reproduction. ### Diffusion-TS-ICLR2024 Context-FID: 0.0462. Result ID: 6a2a6844fbc373592c273e63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Single Data"}. This record does not assert independent reproduction. ### TimeDP-AAAI2025 Context-FID: 0.084. Result ID: 6a2a6844fbc373592c273e64. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Multi Data"}. This record does not assert independent reproduction. ### Diffwave-ICLR2021 Context-FID: 0.1125. Result ID: 6a2a6844fbc373592c273e61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Single Data"}. This record does not assert independent reproduction. ### UPLOTS (llama3) Context-FID: 0.1432. Result ID: 6a2a6844fbc373592c273eaf. [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: 0.1443. Result ID: 6a2a6844fbc373592c273eae. [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: 0.1452. Result ID: 6a2a6844fbc373592c273eab. [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: 0.1475. Result ID: 6a2a6844fbc373592c273eaa. [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: 0.1512. Result ID: 6a2a6844fbc373592c273ea9. [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: 0.1962. Result ID: 6a2a6844fbc373592c273eac. [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: 0.2831. Result ID: 6a2a6844fbc373592c273e5f. [Reporting paper]() Recorded evaluation configuration: {"Data Type":"Single Data"}. This record does not assert independent reproduction. ### UPLOTS (Empty) Context-FID: 0.2908. Result ID: 6a2a6844fbc373592c273e65. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Multi Data"}. This record does not assert independent reproduction. ### TimeVAE-Arxiv2022 Context-FID: 0.3925. Result ID: 6a2a6844fbc373592c273e60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Single Data"}. This record does not assert independent reproduction. ### UPLOTS (Empty) Context-FID: 0.4295. Result ID: 6a2a6844fbc373592c273ead. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Multi Data","Generation Length":"96"}. This record does not assert independent reproduction. ### TimeVAE-Arxiv2022 Context-FID: 0.7662. Result ID: 6a2a6844fbc373592c273ea8. [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: 1.4668. Result ID: 6a2a6844fbc373592c273ea7. [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.