# Auditory Attention Decoding on KULeuven Subject-Independent (val)

Source: [Auditory Attention Decoding on KULeuven Subject-Independent (val)](<https://www.sota2.com/research/sota/auditory-attention-decoding-on-kuleuven-subject-independent-val>)

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

Data updated: 2026-03-30T07:42:02.370Z

Evaluation of Auditory Attention Decoding performance on the subject-independent validation split of the KULeuven dataset, measured using time-windowed accuracy metrics (1s to 50s) and MESD.

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 | Auditory Attention Decoding |
| Dataset (including any stated split) | KULeuven Subject-Independent (val) |
| Metric | Accuracy (1s) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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 (1s)](<https://www.sota2.com/research/sota/auditory-attention-decoding-on-kuleuven-subject-independent-val.md?metric=Accuracy%20(1s)>): Higher is better; unit: PERCENT.

- [Accuracy (2s)](<https://www.sota2.com/research/sota/auditory-attention-decoding-on-kuleuven-subject-independent-val.md?metric=Accuracy%20(2s)>): Higher is better; unit: PERCENT.

- [Accuracy (5s)](<https://www.sota2.com/research/sota/auditory-attention-decoding-on-kuleuven-subject-independent-val.md?metric=Accuracy%20(5s)>): Higher is better; unit: PERCENT.

- [Accuracy (10s)](<https://www.sota2.com/research/sota/auditory-attention-decoding-on-kuleuven-subject-independent-val.md?metric=Accuracy%20(10s)>): Higher is better; unit: PERCENT.

- [Accuracy (25s)](<https://www.sota2.com/research/sota/auditory-attention-decoding-on-kuleuven-subject-independent-val.md?metric=Accuracy%20(25s)>): Higher is better; unit: PERCENT.

- [Accuracy (50s)](<https://www.sota2.com/research/sota/auditory-attention-decoding-on-kuleuven-subject-independent-val.md?metric=Accuracy%20(50s)>): Higher is better; unit: PERCENT.

- [MESD (s)](<https://www.sota2.com/research/sota/auditory-attention-decoding-on-kuleuven-subject-independent-val.md?metric=MESD%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | Accuracy (1s) | Result date | Report paper |
| --- | --- | --- | --- |
| CA-TCN | 56.8 | Not recorded | 69ca03740636e5bf4afc92df |
| AADNet | 56 | Not recorded | 69ca03740636e5bf4afc92df |
| CCA | 55.2 | Not recorded | 69ca03740636e5bf4afc92df |
| Ridge | 54.4 | Not recorded | 69ca03740636e5bf4afc92df |

### CA-TCN

Accuracy (1s): 56.8. Result ID: 69ca293347f34ce924b281eb.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03740636e5bf4afc92df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ca03740636e5bf4afc92df.md>)

Recorded evaluation configuration: {"Validation Scheme":"Subject-Independent"}. This record does not assert independent reproduction.

### AADNet

Accuracy (1s): 56. Result ID: 69ca293347f34ce924b281ea.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03740636e5bf4afc92df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79d81e209131cea7fb06.md>)

Recorded evaluation configuration: {"Validation Scheme":"Subject-Independent"}. This record does not assert independent reproduction.

### CCA

Accuracy (1s): 55.2. Result ID: 69ca293347f34ce924b281e9.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03740636e5bf4afc92df.md>)

Recorded evaluation configuration: {"Validation Scheme":"Subject-Independent"}. This record does not assert independent reproduction.

### Ridge

Accuracy (1s): 54.4. Result ID: 69ca293347f34ce924b281e8.

[Reporting paper](<https://www.sota2.com/research/paper/69ca03740636e5bf4afc92df.md>)

Recorded evaluation configuration: {"Validation Scheme":"Subject-Independent"}. This record does not assert independent reproduction.

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