# Video Prediction on N-body MNIST Source: [Video Prediction on N-body MNIST]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:50:43.373Z Evaluation of video prediction models using the N-body MNIST dataset, assessed using metrics such as MSE, MAE, SSIM, and FVD. 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 | Video Prediction | | Dataset (including any stated split) | N-body MNIST | | Metric | MSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 13 of 13 | | 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 - [MSE](): Lower is better; unit: SCALAR. - [MAE](): Lower is better; unit: SCALAR. - [SSIM](): Higher is better; unit: SCALAR. - [FVD](): Lower is better; unit: SCALAR. - [MSE (Entity)](): Lower is better; unit: SCALAR. - [MAE (Entity)](): Lower is better; unit: SCALAR. ## Recorded results | Method | MSE | Result date | Report paper | | --- | --- | --- | --- | | Target | 0 | Not recorded | 68fa719f1e209131cea52247 | | PreDiff | 9.492 | Not recorded | 68fa719f1e209131cea52247 | | Earthformer | 14.82 | Not recorded | 68fa719f1e209131cea52247 | | PredRNN | 21.76 | Not recorded | 68fa719f1e209131cea52247 | | PreDiff-KA | 21.9 | Not recorded | 68fa719f1e209131cea52247 | | E3D-LSTM | 22.98 | Not recorded | 68fa719f1e209131cea52247 | | PhyDNet | 28.97 | Not recorded | 68fa719f1e209131cea52247 | | ConvLSTM | 32.15 | Not recorded | 68fa719f1e209131cea52247 | | Rainformer | 38.89 | Not recorded | 68fa719f1e209131cea52247 | | UNet | 38.9 | Not recorded | 68fa719f1e209131cea52247 | | LDM | 46.29 | Not recorded | 68fa719f1e209131cea52247 | | VideoGPT | 53.68 | Not recorded | 68fa719f1e209131cea52247 | | Persistence | 104.9 | Not recorded | 68fa719f1e209131cea52247 | ### Target MSE: 0. Result ID: 6991f1423a6c3148490b9603. [Reporting paper]() Recorded evaluation configuration: {"#Param. (M)":null}. This record does not assert independent reproduction. ### PreDiff MSE: 9.492. Result ID: 6991f1423a6c3148490b960e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Param. (M)":120.7}. This record does not assert independent reproduction. ### Earthformer MSE: 14.82. Result ID: 6991f1423a6c3148490b960b. [Reporting paper]() Recorded evaluation configuration: {"#Param. (M)":7.6}. This record does not assert independent reproduction. ### PredRNN MSE: 21.76. Result ID: 6991f1423a6c3148490b9607. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#Param. (M)":23.8}. This record does not assert independent reproduction. ### PreDiff-KA MSE: 21.9. Result ID: 6991f1423a6c3148490b960f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#Param. (M)":129.4}. This record does not assert independent reproduction. ### E3D-LSTM MSE: 22.98. Result ID: 6991f1423a6c3148490b9609. [Reporting paper]() Recorded evaluation configuration: {"#Param. (M)":12.9}. This record does not assert independent reproduction. ### PhyDNet MSE: 28.97. Result ID: 6991f1423a6c3148490b9608. [Reporting paper]() Recorded evaluation configuration: {"#Param. (M)":3.1}. This record does not assert independent reproduction. ### ConvLSTM MSE: 32.15. Result ID: 6991f1423a6c3148490b9606. [Reporting paper]() Recorded evaluation configuration: {"#Param. (M)":14}. This record does not assert independent reproduction. ### Rainformer MSE: 38.89. Result ID: 6991f1423a6c3148490b960a. [Reporting paper]() Recorded evaluation configuration: {"#Param. (M)":19.2}. This record does not assert independent reproduction. ### UNet MSE: 38.9. Result ID: 6991f1423a6c3148490b9605. [Reporting paper]() Recorded evaluation configuration: {"#Param. (M)":16.6}. This record does not assert independent reproduction. ### LDM MSE: 46.29. Result ID: 6991f1423a6c3148490b960d. [Reporting paper]() Recorded evaluation configuration: {"#Param. (M)":410.3}. This record does not assert independent reproduction. ### VideoGPT MSE: 53.68. Result ID: 6991f1423a6c3148490b960c. [Reporting paper]() Recorded evaluation configuration: {"#Param. (M)":92.2}. This record does not assert independent reproduction. ### Persistence MSE: 104.9. Result ID: 6991f1423a6c3148490b9604. [Reporting paper]() Recorded evaluation configuration: {"#Param. (M)":null}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.