# Multi-Reward Alignment on DiffusionDB 300 randomly selected prompts

Source: [Multi-Reward Alignment on DiffusionDB 300 randomly selected prompts](<https://www.sota2.com/research/sota/multi-reward-alignment-on-diffusiondb-300-randomly-selected-prompts>)

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

Data updated: 2026-05-14T08:46:41.264Z

Evaluation of image generation model alignment using multiple reward signals on a subset of 300 prompts sampled from DiffusionDB, measured by Win Rate.

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-Reward Alignment |
| Dataset (including any stated split) | DiffusionDB 300 randomly selected prompts |
| Metric | Win Rate |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Win Rate](<https://www.sota2.com/research/sota/multi-reward-alignment-on-diffusiondb-300-randomly-selected-prompts.md?metric=Win%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Win Rate | Result date | Report paper |
| --- | --- | --- | --- |
| Pareto-Guided Optimal Transport | 79.57 | Not recorded | 6a055740dbc836b87d828e6e |
| Pareto-Guided Optimal Transport | 76.34 | Not recorded | 6a055740dbc836b87d828e6e |
| Pareto-Guided Optimal Transport | 74.19 | Not recorded | 6a055740dbc836b87d828e6e |
| Pareto-Guided Optimal Transport | 74.19 | Not recorded | 6a055740dbc836b87d828e6e |
| Pareto-Guided Optimal Transport | 73.12 | Not recorded | 6a055740dbc836b87d828e6e |
| Pareto-Guided Optimal Transport | 68.82 | Not recorded | 6a055740dbc836b87d828e6e |
| Pareto-Guided Optimal Transport | 61.29 | Not recorded | 6a055740dbc836b87d828e6e |

### Pareto-Guided Optimal Transport

Win Rate: 79.57. Result ID: 6a058bdc47f34ce924eca49e.

[Reporting paper](<https://www.sota2.com/research/paper/6a055740dbc836b87d828e6e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a055740dbc836b87d828e6e.md>)

Recorded evaluation configuration: {"Baseline":"Multi-2323","Evaluator":"Human Experts"}. This record does not assert independent reproduction.

### Pareto-Guided Optimal Transport

Win Rate: 76.34. Result ID: 6a058bdc47f34ce924eca49a.

[Reporting paper](<https://www.sota2.com/research/paper/6a055740dbc836b87d828e6e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a055740dbc836b87d828e6e.md>)

Recorded evaluation configuration: {"Baseline":"SD3.5-Turbo","Evaluator":"Human Experts"}. This record does not assert independent reproduction.

### Pareto-Guided Optimal Transport

Win Rate: 74.19. Result ID: 6a058bdc47f34ce924eca49c.

[Reporting paper](<https://www.sota2.com/research/paper/6a055740dbc836b87d828e6e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a055740dbc836b87d828e6e.md>)

Recorded evaluation configuration: {"Baseline":"HPS","Evaluator":"Human Experts"}. This record does not assert independent reproduction.

### Pareto-Guided Optimal Transport

Win Rate: 74.19. Result ID: 6a058bdc47f34ce924eca49d.

[Reporting paper](<https://www.sota2.com/research/paper/6a055740dbc836b87d828e6e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a055740dbc836b87d828e6e.md>)

Recorded evaluation configuration: {"Baseline":"Soup-1:1:1:1","Evaluator":"Human Experts"}. This record does not assert independent reproduction.

### Pareto-Guided Optimal Transport

Win Rate: 73.12. Result ID: 6a058bdc47f34ce924eca4a0.

[Reporting paper](<https://www.sota2.com/research/paper/6a055740dbc836b87d828e6e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a055740dbc836b87d828e6e.md>)

Recorded evaluation configuration: {"Baseline":"Weighted-Sum Bounds","Evaluator":"Human Experts"}. This record does not assert independent reproduction.

### Pareto-Guided Optimal Transport

Win Rate: 68.82. Result ID: 6a058bdc47f34ce924eca49f.

[Reporting paper](<https://www.sota2.com/research/paper/6a055740dbc836b87d828e6e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a055740dbc836b87d828e6e.md>)

Recorded evaluation configuration: {"Baseline":"Separate-Constraints","Evaluator":"Human Experts"}. This record does not assert independent reproduction.

### Pareto-Guided Optimal Transport

Win Rate: 61.29. Result ID: 6a058bdc47f34ce924eca49b.

[Reporting paper](<https://www.sota2.com/research/paper/6a055740dbc836b87d828e6e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a055740dbc836b87d828e6e.md>)

Recorded evaluation configuration: {"Baseline":"HP","Evaluator":"Human Experts"}. This record does not assert independent reproduction.

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