# Multi-robot motion planning on Highways High vmax=0.878

Source: [Multi-robot motion planning on Highways High vmax=0.878](<https://www.sota2.com/research/sota/multi-robot-motion-planning-on-highways-high-vmax-0-878>)

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

Data updated: 2026-06-16T08:15:43.819Z

Evaluation of Multi-robot motion planning performance in the 'Highways High' environment configuration with a maximum velocity constraint (vmax) of 0.878. Metrics include Success Rate (SR), Collision Statistics (CS), Collision count (Coll), Deviation (DA), and execution Time.

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 | Multi-robot motion planning |
| Dataset (including any stated split) | Highways High vmax=0.878 |
| Metric | Success Rate |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 30 of 30 |
| 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

- [Success Rate](<https://www.sota2.com/research/sota/multi-robot-motion-planning-on-highways-high-vmax-0-878.md?metric=Success%20Rate>): Higher is better; unit: PERCENT.

- [Collision Statistics (%)](<https://www.sota2.com/research/sota/multi-robot-motion-planning-on-highways-high-vmax-0-878.md?metric=Collision%20Statistics%20(%25)>): Lower is better; unit: PERCENT.

- [Collision Count](<https://www.sota2.com/research/sota/multi-robot-motion-planning-on-highways-high-vmax-0-878.md?metric=Collision%20Count>): Lower is better; unit: SCALAR.

- [Deviation (DA)](<https://www.sota2.com/research/sota/multi-robot-motion-planning-on-highways-high-vmax-0-878.md?metric=Deviation%20(DA)>): Lower is better; unit: SCALAR.

- [Execution Time (s)](<https://www.sota2.com/research/sota/multi-robot-motion-planning-on-highways-high-vmax-0-878.md?metric=Execution%20Time%20(s)>): Lower is better; unit: TIME.

## Recorded results

| Method | Success Rate | Result date | Report paper |
| --- | --- | --- | --- |
| MMD-CBS | 100 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| PCD-SHD | 100 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| Final Proj. | 100 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| DiRecT | 100 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| MMD-CBS | 100 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| PCD-SHD | 100 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| Final Proj. | 100 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| DiRecT | 100 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| PCD-SHD | 100 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| Final Proj. | 100 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| DiRecT | 100 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| Final Proj. | 100 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| DiRecT | 100 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| Final Proj. | 100 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| DiRecT | 100 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| PCD-SHD | 87 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| Diffuser | 54 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| PCD-LB | 48.5 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| PCD-SHD | 43 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| MMD-CBS | 33.3 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| PCD-LB | 27 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| Diffuser | 2 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| Diffuser | 0 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| PCD-LB | 0 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| Diffuser | 0 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| MMD-CBS | 0 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| PCD-LB | 0 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| Diffuser | 0 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| MMD-CBS | 0 | Not recorded | 6a30d8c4d33dfb23e783ce12 |
| PCD-LB | 0 | Not recorded | 6a30d8c4d33dfb23e783ce12 |

### MMD-CBS

Success Rate: 100. Result ID: 6a31061efbc373592c2d2b66.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78621e209131cea78189.md>)

Recorded evaluation configuration: {"# Ag.":"4"}. This record does not assert independent reproduction.

### PCD-SHD

Success Rate: 100. Result ID: 6a31061efbc373592c2d2b68.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc71e209131cea8a64f.md>)

Recorded evaluation configuration: {"# Ag.":"4"}. This record does not assert independent reproduction.

### Final Proj.

Success Rate: 100. Result ID: 6a31061efbc373592c2d2b69.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

Recorded evaluation configuration: {"# Ag.":"4"}. This record does not assert independent reproduction.

### DiRecT

Success Rate: 100. Result ID: 6a31061efbc373592c2d2b6a.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

Recorded evaluation configuration: {"# Ag.":"4"}. This record does not assert independent reproduction.

### MMD-CBS

Success Rate: 100. Result ID: 6a31061efbc373592c2d2b6c.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78621e209131cea78189.md>)

Recorded evaluation configuration: {"# Ag.":"8"}. This record does not assert independent reproduction.

### PCD-SHD

Success Rate: 100. Result ID: 6a31061efbc373592c2d2b6e.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc71e209131cea8a64f.md>)

Recorded evaluation configuration: {"# Ag.":"8"}. This record does not assert independent reproduction.

### Final Proj.

Success Rate: 100. Result ID: 6a31061efbc373592c2d2b6f.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

Recorded evaluation configuration: {"# Ag.":"8"}. This record does not assert independent reproduction.

### DiRecT

Success Rate: 100. Result ID: 6a31061efbc373592c2d2b70.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

Recorded evaluation configuration: {"# Ag.":"8"}. This record does not assert independent reproduction.

### PCD-SHD

Success Rate: 100. Result ID: 6a31061efbc373592c2d2b74.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc71e209131cea8a64f.md>)

Recorded evaluation configuration: {"# Ag.":"12"}. This record does not assert independent reproduction.

### Final Proj.

Success Rate: 100. Result ID: 6a31061efbc373592c2d2b75.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

Recorded evaluation configuration: {"# Ag.":"12"}. This record does not assert independent reproduction.

### DiRecT

Success Rate: 100. Result ID: 6a31061efbc373592c2d2b76.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

Recorded evaluation configuration: {"# Ag.":"12"}. This record does not assert independent reproduction.

### Final Proj.

Success Rate: 100. Result ID: 6a31061efbc373592c2d2b7b.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

Recorded evaluation configuration: {"# Ag.":"16"}. This record does not assert independent reproduction.

### DiRecT

Success Rate: 100. Result ID: 6a31061efbc373592c2d2b7c.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

Recorded evaluation configuration: {"# Ag.":"16"}. This record does not assert independent reproduction.

### Final Proj.

Success Rate: 100. Result ID: 6a31061efbc373592c2d2b81.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

Recorded evaluation configuration: {"# Ag.":"20"}. This record does not assert independent reproduction.

### DiRecT

Success Rate: 100. Result ID: 6a31061efbc373592c2d2b82.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

Recorded evaluation configuration: {"# Ag.":"20"}. This record does not assert independent reproduction.

### PCD-SHD

Success Rate: 87. Result ID: 6a31061efbc373592c2d2b7a.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc71e209131cea8a64f.md>)

Recorded evaluation configuration: {"# Ag.":"16"}. This record does not assert independent reproduction.

### Diffuser

Success Rate: 54. Result ID: 6a31061efbc373592c2d2b65.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e3b1e209131cea3e868.md>)

Recorded evaluation configuration: {"# Ag.":"4"}. This record does not assert independent reproduction.

### PCD-LB

Success Rate: 48.5. Result ID: 6a31061efbc373592c2d2b67.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc71e209131cea8a64f.md>)

Recorded evaluation configuration: {"# Ag.":"4"}. This record does not assert independent reproduction.

### PCD-SHD

Success Rate: 43. Result ID: 6a31061efbc373592c2d2b80.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc71e209131cea8a64f.md>)

Recorded evaluation configuration: {"# Ag.":"20"}. This record does not assert independent reproduction.

### MMD-CBS

Success Rate: 33.3. Result ID: 6a31061efbc373592c2d2b72.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78621e209131cea78189.md>)

Recorded evaluation configuration: {"# Ag.":"12"}. This record does not assert independent reproduction.

### PCD-LB

Success Rate: 27. Result ID: 6a31061efbc373592c2d2b6d.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc71e209131cea8a64f.md>)

Recorded evaluation configuration: {"# Ag.":"8"}. This record does not assert independent reproduction.

### Diffuser

Success Rate: 2. Result ID: 6a31061efbc373592c2d2b6b.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e3b1e209131cea3e868.md>)

Recorded evaluation configuration: {"# Ag.":"8"}. This record does not assert independent reproduction.

### Diffuser

Success Rate: 0. Result ID: 6a31061efbc373592c2d2b71.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e3b1e209131cea3e868.md>)

Recorded evaluation configuration: {"# Ag.":"12"}. This record does not assert independent reproduction.

### PCD-LB

Success Rate: 0. Result ID: 6a31061efbc373592c2d2b73.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc71e209131cea8a64f.md>)

Recorded evaluation configuration: {"# Ag.":"12"}. This record does not assert independent reproduction.

### Diffuser

Success Rate: 0. Result ID: 6a31061efbc373592c2d2b77.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e3b1e209131cea3e868.md>)

Recorded evaluation configuration: {"# Ag.":"16"}. This record does not assert independent reproduction.

### MMD-CBS

Success Rate: 0. Result ID: 6a31061efbc373592c2d2b78.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78621e209131cea78189.md>)

Recorded evaluation configuration: {"# Ag.":"16"}. This record does not assert independent reproduction.

### PCD-LB

Success Rate: 0. Result ID: 6a31061efbc373592c2d2b79.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc71e209131cea8a64f.md>)

Recorded evaluation configuration: {"# Ag.":"16"}. This record does not assert independent reproduction.

### Diffuser

Success Rate: 0. Result ID: 6a31061efbc373592c2d2b7d.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e3b1e209131cea3e868.md>)

Recorded evaluation configuration: {"# Ag.":"20"}. This record does not assert independent reproduction.

### MMD-CBS

Success Rate: 0. Result ID: 6a31061efbc373592c2d2b7e.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78621e209131cea78189.md>)

Recorded evaluation configuration: {"# Ag.":"20"}. This record does not assert independent reproduction.

### PCD-LB

Success Rate: 0. Result ID: 6a31061efbc373592c2d2b7f.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8c4d33dfb23e783ce12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bc71e209131cea8a64f.md>)

Recorded evaluation configuration: {"# Ag.":"20"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
