# Planning Domain Learning on n-puzzle (Action traces)

Source: [Planning Domain Learning on n-puzzle (Action traces)](<https://www.sota2.com/research/sota/planning-domain-learning-on-n-puzzle-action-traces>)

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

Data updated: 2026-05-19T13:37:43.588Z

Evaluation of Planning Domain Learning performance using action traces derived from the n-puzzle environment, measured by set overlap metrics, frequency counts (F, Fm, Fc, Fcm), and time metrics (TL, TV, %V).

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 | Planning Domain Learning |
| Dataset (including any stated split) | n-puzzle (Action traces) |
| Metric | Intersection Count (\|z ∩ x'\|) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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

- [Intersection Count (\|z ∩ x'\|)](<https://www.sota2.com/research/sota/planning-domain-learning-on-n-puzzle-action-traces.md?metric=Intersection%20Count%20(%7Cz%20%E2%88%A9%20x%27%7C)>): Higher is better; unit: SCALAR.

- [Difference Count (\|z \\ x'\|)](<https://www.sota2.com/research/sota/planning-domain-learning-on-n-puzzle-action-traces.md?metric=Difference%20Count%20(%7Cz%20%5C%20x%27%7C)>): Higher is better; unit: SCALAR.

- [Frequency Count (F)](<https://www.sota2.com/research/sota/planning-domain-learning-on-n-puzzle-action-traces.md?metric=Frequency%20Count%20(F)>): Higher is better; unit: SCALAR.

- [Frequency Count (Fm)](<https://www.sota2.com/research/sota/planning-domain-learning-on-n-puzzle-action-traces.md?metric=Frequency%20Count%20(Fm)>): Higher is better; unit: SCALAR.

- [Frequency Count (Fc)](<https://www.sota2.com/research/sota/planning-domain-learning-on-n-puzzle-action-traces.md?metric=Frequency%20Count%20(Fc)>): Higher is better; unit: SCALAR.

- [Frequency Count (Fcm)](<https://www.sota2.com/research/sota/planning-domain-learning-on-n-puzzle-action-traces.md?metric=Frequency%20Count%20(Fcm)>): Higher is better; unit: SCALAR.

- [Time Latency (TL) (s)](<https://www.sota2.com/research/sota/planning-domain-learning-on-n-puzzle-action-traces.md?metric=Time%20Latency%20(TL)%20(s)>): Lower is better; unit: TIME.

- [Time Value (TV) (s)](<https://www.sota2.com/research/sota/planning-domain-learning-on-n-puzzle-action-traces.md?metric=Time%20Value%20(TV)%20(s)>): Lower is better; unit: TIME.

- [Percentage Value (%V)](<https://www.sota2.com/research/sota/planning-domain-learning-on-n-puzzle-action-traces.md?metric=Percentage%20Value%20(%25V)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Intersection Count (\|z ∩ x'\|) | Result date | Report paper |
| --- | --- | --- | --- |
| SYNTH | 16 | Not recorded | 6a0bef1adbc836b87d82cb62 |
| SIFT+ | 8 | Not recorded | 6a0bef1adbc836b87d82cb62 |

### SYNTH

Intersection Count (\|z ∩ x'\|): 16. Result ID: 6a0c6792fbc373592c043715.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef1adbc836b87d82cb62.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af21e209131cea85e6c.md>)

Recorded evaluation configuration: {"Pf":"2","Ps":"3","O":"10","L":"6k","\|x'\|":"16","Pfw":"0","Psw":"0","OV":"23","SV":"10k"}. This record does not assert independent reproduction.

### SIFT+

Intersection Count (\|z ∩ x'\|): 8. Result ID: 6a0c6792fbc373592c043714.

[Reporting paper](<https://www.sota2.com/research/paper/6a0bef1adbc836b87d82cb62.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0bef1adbc836b87d82cb62.md>)

Recorded evaluation configuration: {"Pf":"2","Ps":"3","O":"10","L":"6k","\|x'\|":"16","Pfw":"0","Psw":"0","OV":"23","SV":"10k"}. This record does not assert independent reproduction.

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