# Time-series generation on ETT (Full Dataset) Source: [Time-series generation on ETT (Full Dataset)]() Collection index: [llms.txt]() Data updated: 2026-06-11T07:48:37.942Z Evaluation of models performing time-series generation on the full ETT 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) | ETT (Full Dataset) | | 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 (GPT2) | 0.0177 | Not recorded | 6a28f32590966ade919c1678 | | UPLOTS (llama3) | 0.0181 | Not recorded | 6a28f32590966ade919c1678 | | Diffusion-TS | 0.0207 | Not recorded | 6a28f32590966ade919c1678 | | UPLOTS (llama3) | 0.0387 | Not recorded | 6a28f32590966ade919c1678 | | UPLOTS (GPT2) | 0.0394 | Not recorded | 6a28f32590966ade919c1678 | | DiffTime | 0.0576 | Not recorded | 6a28f32590966ade919c1678 | | Diffwave | 0.0751 | Not recorded | 6a28f32590966ade919c1678 | | TimeGAN | 0.1392 | Not recorded | 6a28f32590966ade919c1678 | | DiffTime | 0.1855 | Not recorded | 6a28f32590966ade919c1678 | | Diffwave | 0.1963 | Not recorded | 6a28f32590966ade919c1678 | | Diffusion-TS | 0.2285 | Not recorded | 6a28f32590966ade919c1678 | | TimeDP | 0.2325 | Not recorded | 6a28f32590966ade919c1678 | | TimeDP | 0.2559 | Not recorded | 6a28f32590966ade919c1678 | | TimeVAE | 0.6979 | Not recorded | 6a28f32590966ade919c1678 | | TimeVAE | 0.9294 | Not recorded | 6a28f32590966ade919c1678 | | UPLOTS (Empty) | 0.9351 | Not recorded | 6a28f32590966ade919c1678 | | UPLOTS (Empty) | 0.9351 | Not recorded | 6a28f32590966ade919c1678 | | TimeGAN | 2.4917 | Not recorded | 6a28f32590966ade919c1678 | ### UPLOTS (GPT2) Context-FID: 0.0177. Result ID: 6a2a6844fbc373592c273ee4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Multi"}. This record does not assert independent reproduction. ### UPLOTS (llama3) Context-FID: 0.0181. Result ID: 6a2a6844fbc373592c273ee5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Multi"}. This record does not assert independent reproduction. ### Diffusion-TS Context-FID: 0.0207. Result ID: 6a2a6844fbc373592c273ee1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Single"}. This record does not assert independent reproduction. ### UPLOTS (llama3) Context-FID: 0.0387. Result ID: 6a2a6844fbc373592c273f09. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Multi","Generation length":"96"}. This record does not assert independent reproduction. ### UPLOTS (GPT2) Context-FID: 0.0394. Result ID: 6a2a6844fbc373592c273f08. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Multi","Generation length":"96"}. This record does not assert independent reproduction. ### DiffTime Context-FID: 0.0576. Result ID: 6a2a6844fbc373592c273ee0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Single"}. This record does not assert independent reproduction. ### Diffwave Context-FID: 0.0751. Result ID: 6a2a6844fbc373592c273edf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Single"}. This record does not assert independent reproduction. ### TimeGAN Context-FID: 0.1392. Result ID: 6a2a6844fbc373592c273edd. [Reporting paper]() Recorded evaluation configuration: {"Type":"Single"}. This record does not assert independent reproduction. ### DiffTime Context-FID: 0.1855. Result ID: 6a2a6844fbc373592c273f04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Single","Generation length":"96"}. This record does not assert independent reproduction. ### Diffwave Context-FID: 0.1963. Result ID: 6a2a6844fbc373592c273f03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Single","Generation length":"96"}. This record does not assert independent reproduction. ### Diffusion-TS Context-FID: 0.2285. Result ID: 6a2a6844fbc373592c273f05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Single","Generation length":"96"}. This record does not assert independent reproduction. ### TimeDP Context-FID: 0.2325. Result ID: 6a2a6844fbc373592c273f06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Multi","Generation length":"96"}. This record does not assert independent reproduction. ### TimeDP Context-FID: 0.2559. Result ID: 6a2a6844fbc373592c273ee2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Multi"}. This record does not assert independent reproduction. ### TimeVAE Context-FID: 0.6979. Result ID: 6a2a6844fbc373592c273ede. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Single"}. This record does not assert independent reproduction. ### TimeVAE Context-FID: 0.9294. Result ID: 6a2a6844fbc373592c273f02. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Single","Generation length":"96"}. This record does not assert independent reproduction. ### UPLOTS (Empty) Context-FID: 0.9351. Result ID: 6a2a6844fbc373592c273ee3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Multi"}. This record does not assert independent reproduction. ### UPLOTS (Empty) Context-FID: 0.9351. Result ID: 6a2a6844fbc373592c273f07. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Multi","Generation length":"96"}. This record does not assert independent reproduction. ### TimeGAN Context-FID: 2.4917. Result ID: 6a2a6844fbc373592c273f01. [Reporting paper]() Recorded evaluation configuration: {"Type":"Single","Generation length":"96"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.