# Time-series Generation on Energy (Evening Peak) Source: [Time-series Generation on Energy (Evening Peak)]() Collection index: [llms.txt]() Data updated: 2026-06-11T07:48:37.564Z Evaluation of models performing Time-series Generation specifically on the Evening 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 (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](): Lower is better; unit: SCALAR. - [Predictive Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Context-FID | Result date | Report paper | | --- | --- | --- | --- | | UPLOTS (llama3) | 0.0315 | Not recorded | 6a28f32590966ade919c1678 | | UPLOTS (llama3) | 0.0315 | Not recorded | 6a28f32590966ade919c1678 | | UPLOTS (GPT2) | 0.0334 | Not recorded | 6a28f32590966ade919c1678 | | UPLOTS (GPT2) | 0.0334 | Not recorded | 6a28f32590966ade919c1678 | | TimeDP-AAAI2025 | 0.0383 | Not recorded | 6a28f32590966ade919c1678 | | Diffusion-TS-ICLR2024 | 0.0419 | Not recorded | 6a28f32590966ade919c1678 | | DiffTime-NIPS2023 | 0.0526 | Not recorded | 6a28f32590966ade919c1678 | | Diffusion-TS-ICLR2024 | 0.076 | Not recorded | 6a28f32590966ade919c1678 | | TimeDP-AAAI2025 | 0.0856 | Not recorded | 6a28f32590966ade919c1678 | | DiffTime-NIPS2023 | 0.0872 | Not recorded | 6a28f32590966ade919c1678 | | Diffwave-ICLR2021 | 0.0975 | Not recorded | 6a28f32590966ade919c1678 | | UPLOTS (llama3) | 0.1311 | Not recorded | 6a28f32590966ade919c1678 | | Diffusion-TS-ICLR2024 | 0.1312 | Not recorded | 6a28f32590966ade919c1678 | | UPLOTS (GPT2) | 0.1316 | Not recorded | 6a28f32590966ade919c1678 | | Diffwave-ICLR2021 | 0.1354 | Not recorded | 6a28f32590966ade919c1678 | | DiffTime-NIPS2023 | 0.1521 | Not recorded | 6a28f32590966ade919c1678 | | Diffwave-ICLR2021 | 0.1764 | Not recorded | 6a28f32590966ade919c1678 | | TimeDP-AAAI2025 | 0.2039 | Not recorded | 6a28f32590966ade919c1678 | | UPLOTS (Empty) | 0.204 | Not recorded | 6a28f32590966ade919c1678 | | UPLOTS (Empty) | 0.2445 | Not recorded | 6a28f32590966ade919c1678 | | TimeGAN-NIPS2019 | 0.2512 | Not recorded | 6a28f32590966ade919c1678 | | UPLOTS (Empty) | 0.327 | Not recorded | 6a28f32590966ade919c1678 | | TimeVAE-Arxiv2022 | 0.4712 | Not recorded | 6a28f32590966ade919c1678 | | TimeGAN-NIPS2019 | 0.5361 | Not recorded | 6a28f32590966ade919c1678 | | TimeVAE-Arxiv2022 | 0.6614 | Not recorded | 6a28f32590966ade919c1678 | | TimeVAE-Arxiv2022 | 0.8743 | Not recorded | 6a28f32590966ade919c1678 | | TimeGAN-NIPS2019 | 2.366 | Not recorded | 6a28f32590966ade919c1678 | ### UPLOTS (llama3) Context-FID: 0.0315. Result ID: 6a2a6844fbc373592c273e70. [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 (llama3) Context-FID: 0.0315. Result ID: 6a2a6844fbc373592c273f48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Multi Data","Generation Length":"48"}. This record does not assert independent reproduction. ### UPLOTS (GPT2) Context-FID: 0.0334. Result ID: 6a2a6844fbc373592c273e6f. [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: 0.0334. Result ID: 6a2a6844fbc373592c273f47. [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: 0.0383. Result ID: 6a2a6844fbc373592c273f45. [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: 0.0419. Result ID: 6a2a6844fbc373592c273e6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Single Data"}. This record does not assert independent reproduction. ### DiffTime-NIPS2023 Context-FID: 0.0526. Result ID: 6a2a6844fbc373592c273e6b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Single Data"}. This record does not assert independent reproduction. ### Diffusion-TS-ICLR2024 Context-FID: 0.076. Result ID: 6a2a6844fbc373592c273f44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Single Data","Generation Length":"48"}. This record does not assert independent reproduction. ### TimeDP-AAAI2025 Context-FID: 0.0856. Result ID: 6a2a6844fbc373592c273e6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Multi Data"}. This record does not assert independent reproduction. ### DiffTime-NIPS2023 Context-FID: 0.0872. Result ID: 6a2a6844fbc373592c273f43. [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: 0.0975. Result ID: 6a2a6844fbc373592c273f42. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Single Data","Generation Length":"48"}. This record does not assert independent reproduction. ### UPLOTS (llama3) Context-FID: 0.1311. Result ID: 6a2a6844fbc373592c273eb8. [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: 0.1312. Result ID: 6a2a6844fbc373592c273eb4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Single Data","Generation Length":"96"}. This record does not assert independent reproduction. ### UPLOTS (GPT2) Context-FID: 0.1316. Result ID: 6a2a6844fbc373592c273eb7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Multi Data","Generation Length":"96"}. This record does not assert independent reproduction. ### Diffwave-ICLR2021 Context-FID: 0.1354. Result ID: 6a2a6844fbc373592c273e6a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Single Data"}. This record does not assert independent reproduction. ### DiffTime-NIPS2023 Context-FID: 0.1521. Result ID: 6a2a6844fbc373592c273eb3. [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: 0.1764. Result ID: 6a2a6844fbc373592c273eb2. [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: 0.2039. Result ID: 6a2a6844fbc373592c273eb5. [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: 0.204. Result ID: 6a2a6844fbc373592c273e6e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Multi Data"}. This record does not assert independent reproduction. ### UPLOTS (Empty) Context-FID: 0.2445. Result ID: 6a2a6844fbc373592c273f46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Multi Data","Generation Length":"48"}. This record does not assert independent reproduction. ### TimeGAN-NIPS2019 Context-FID: 0.2512. Result ID: 6a2a6844fbc373592c273e68. [Reporting paper]() Recorded evaluation configuration: {"Data Type":"Single Data"}. This record does not assert independent reproduction. ### UPLOTS (Empty) Context-FID: 0.327. Result ID: 6a2a6844fbc373592c273eb6. [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: 0.4712. Result ID: 6a2a6844fbc373592c273e69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Single Data"}. This record does not assert independent reproduction. ### TimeGAN-NIPS2019 Context-FID: 0.5361. Result ID: 6a2a6844fbc373592c273f40. [Reporting paper]() Recorded evaluation configuration: {"Data Type":"Single Data","Generation Length":"48"}. This record does not assert independent reproduction. ### TimeVAE-Arxiv2022 Context-FID: 0.6614. Result ID: 6a2a6844fbc373592c273f41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Type":"Single Data","Generation Length":"48"}. This record does not assert independent reproduction. ### TimeVAE-Arxiv2022 Context-FID: 0.8743. Result ID: 6a2a6844fbc373592c273eb1. [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: 2.366. Result ID: 6a2a6844fbc373592c273eb0. [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.