# Time-series Classification on BasicMotions (30% Missing)

Source: [Time-series Classification on BasicMotions (30% Missing)](<https://www.sota2.com/research/sota/time-series-classification-on-basicmotions-30-percent-missing>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-04-03T06:44:02.924Z

Evaluation of Time-series Classification performance on the BasicMotions dataset where 30% of the data is intentionally missing.

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 | Classification |
| Dataset (including any stated split) | BasicMotions (30% Missing) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher 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

- [Accuracy](<https://www.sota2.com/research/sota/time-series-classification-on-basicmotions-30-percent-missing.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| GRU-Δt | 100 | Not recorded | 68fa793a1e209131cea7cb6f |
| ODE-RNN | 100 | Not recorded | 68fa793a1e209131cea7cb6f |
| Neural CDE | 100 | Not recorded | 68fa793a1e209131cea7cb6f |
| DualDynamics | 100 | Not recorded | 68fa793a1e209131cea7cb6f |
| MIAM | 98.3 | Not recorded | 68fa793a1e209131cea7cb6f |
| Neural RDE | 98.3 | Not recorded | 68fa793a1e209131cea7cb6f |
| GRU | 96.7 | Not recorded | 68fa793a1e209131cea7cb6f |
| GRU-ODE | 96.7 | Not recorded | 68fa793a1e209131cea7cb6f |
| ANCDE | 96.7 | Not recorded | 68fa793a1e209131cea7cb6f |
| GRU-D | 95 | Not recorded | 68fa793a1e209131cea7cb6f |
| Transformer | 90 | Not recorded | 68fa793a1e209131cea7cb6f |
| LSTM | 83.3 | Not recorded | 68fa793a1e209131cea7cb6f |
| MTAN | 71.7 | Not recorded | 68fa793a1e209131cea7cb6f |
| ODE-LSTM | 68.3 | Not recorded | 68fa793a1e209131cea7cb6f |
| RNN | 63.3 | Not recorded | 68fa793a1e209131cea7cb6f |
| EXIT | 45 | Not recorded | 68fa793a1e209131cea7cb6f |
| Neural Flow | 43.3 | Not recorded | 68fa793a1e209131cea7cb6f |
| LEAP | 30 | Not recorded | 68fa793a1e209131cea7cb6f |

### GRU-Δt

Accuracy: 100. Result ID: 69cf61a647f34ce924b896db.

[Reporting paper](<https://www.sota2.com/research/paper/68fa793a1e209131cea7cb6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62ce1e209131ce9fb318.md>)

Recorded evaluation configuration: {"Early-stopping":"false"}. This record does not assert independent reproduction.

### ODE-RNN

Accuracy: 100. Result ID: 69cf61a647f34ce924b896e1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa793a1e209131cea7cb6f.md>)

Recorded evaluation configuration: {"Early-stopping":"false"}. This record does not assert independent reproduction.

### Neural CDE

Accuracy: 100. Result ID: 69cf61a647f34ce924b896e3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa793a1e209131cea7cb6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68a61e209131cea1d6b5.md>)

Recorded evaluation configuration: {"Early-stopping":"false"}. This record does not assert independent reproduction.

### DualDynamics

Accuracy: 100. Result ID: 69cf61a647f34ce924b896e9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa793a1e209131cea7cb6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa793a1e209131cea7cb6f.md>)

Recorded evaluation configuration: {"Early-stopping":"false"}. This record does not assert independent reproduction.

### MIAM

Accuracy: 98.3. Result ID: 69cf61a647f34ce924b896df.

[Reporting paper](<https://www.sota2.com/research/paper/68fa793a1e209131cea7cb6f.md>)

Recorded evaluation configuration: {"Early-stopping":"false"}. This record does not assert independent reproduction.

### Neural RDE

Accuracy: 98.3. Result ID: 69cf61a647f34ce924b896e4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa793a1e209131cea7cb6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa58311e209131ce9abf30.md>)

Recorded evaluation configuration: {"Early-stopping":"false"}. This record does not assert independent reproduction.

### GRU

Accuracy: 96.7. Result ID: 69cf61a647f34ce924b896da.

[Reporting paper](<https://www.sota2.com/research/paper/68fa793a1e209131cea7cb6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa619e1e209131ce9f5331.md>)

[Implementation](<https://github.com/jych/librnn.git>)

Recorded evaluation configuration: {"Early-stopping":"false"}. This record does not assert independent reproduction.

### GRU-ODE

Accuracy: 96.7. Result ID: 69cf61a647f34ce924b896e0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa793a1e209131cea7cb6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66b11e209131cea11d77.md>)

[Implementation](<https://github.com/edebrouwer/gru_ode_bayes>)

Recorded evaluation configuration: {"Early-stopping":"false"}. This record does not assert independent reproduction.

### ANCDE

Accuracy: 96.7. Result ID: 69cf61a647f34ce924b896e5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa793a1e209131cea7cb6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b471e209131cea2d401.md>)

Recorded evaluation configuration: {"Early-stopping":"false"}. This record does not assert independent reproduction.

### GRU-D

Accuracy: 95. Result ID: 69cf61a647f34ce924b896dc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa793a1e209131cea7cb6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62d91e209131ce9fba70.md>)

Recorded evaluation configuration: {"Early-stopping":"false"}. This record does not assert independent reproduction.

### Transformer

Accuracy: 90. Result ID: 69cf61a647f34ce924b896dd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa793a1e209131cea7cb6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703d1e209131cea49db1.md>)

[Implementation](<https://github.com/tensorflow/tensor2tensor>)

Recorded evaluation configuration: {"Early-stopping":"false"}. This record does not assert independent reproduction.

### LSTM

Accuracy: 83.3. Result ID: 69cf61a647f34ce924b896d9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa793a1e209131cea7cb6f.md>)

Recorded evaluation configuration: {"Early-stopping":"false"}. This record does not assert independent reproduction.

### MTAN

Accuracy: 71.7. Result ID: 69cf61a647f34ce924b896de.

[Reporting paper](<https://www.sota2.com/research/paper/68fa793a1e209131cea7cb6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a211e209131cea2631c.md>)

[Implementation](<https://github.com/reml-lab/mTAN>)

Recorded evaluation configuration: {"Early-stopping":"false"}. This record does not assert independent reproduction.

### ODE-LSTM

Accuracy: 68.3. Result ID: 69cf61a647f34ce924b896e2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa793a1e209131cea7cb6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68e01e209131cea1ee78.md>)

[Implementation](<https://github.com/mlech26l/ode-lstms>)

Recorded evaluation configuration: {"Early-stopping":"false"}. This record does not assert independent reproduction.

### RNN

Accuracy: 63.3. Result ID: 69cf61a647f34ce924b896d8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa793a1e209131cea7cb6f.md>)

Recorded evaluation configuration: {"Early-stopping":"false"}. This record does not assert independent reproduction.

### EXIT

Accuracy: 45. Result ID: 69cf61a647f34ce924b896e6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa793a1e209131cea7cb6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d6f1e209131cea39d33.md>)

Recorded evaluation configuration: {"Early-stopping":"false"}. This record does not assert independent reproduction.

### Neural Flow

Accuracy: 43.3. Result ID: 69cf61a647f34ce924b896e8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa793a1e209131cea7cb6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa58a51e209131ce9affb9.md>)

[Implementation](<https://www.daml.in.tum.de/neural-flows>)

Recorded evaluation configuration: {"Early-stopping":"false"}. This record does not assert independent reproduction.

### LEAP

Accuracy: 30. Result ID: 69cf61a647f34ce924b896e7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa793a1e209131cea7cb6f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f2d0.md>)

Recorded evaluation configuration: {"Early-stopping":"false"}. This record does not assert independent reproduction.

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