# Weight Space Generation on ShapeNet Multi

Source: [Weight Space Generation on ShapeNet Multi](<https://www.sota2.com/research/sota/weight-space-generation-on-shapenet-multi>)

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

Data updated: 2026-02-26T06:10:59.993Z

Evaluation of models performing weight space generation on the ShapeNet Multi dataset, measured using metrics including mMD, COV, 1-NNA, and FD.

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 | Weight space generation |
| Dataset (including any stated split) | ShapeNet Multi |
| Metric | mMD |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| 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

- [mMD](<https://www.sota2.com/research/sota/weight-space-generation-on-shapenet-multi.md?metric=mMD>): Lower is better; unit: SCALAR.

- [COV](<https://www.sota2.com/research/sota/weight-space-generation-on-shapenet-multi.md?metric=COV>): Higher is better; unit: PERCENT.

- [1-NNA](<https://www.sota2.com/research/sota/weight-space-generation-on-shapenet-multi.md?metric=1-NNA>): Higher is better; unit: PERCENT.

- [FD](<https://www.sota2.com/research/sota/weight-space-generation-on-shapenet-multi.md?metric=FD>): Lower is better; unit: SCALAR.

- [MMD-G](<https://www.sota2.com/research/sota/weight-space-generation-on-shapenet-multi.md?metric=MMD-G>): Lower is better; unit: SCALAR.

- [MMD-P](<https://www.sota2.com/research/sota/weight-space-generation-on-shapenet-multi.md?metric=MMD-P>): Lower is better; unit: SCALAR.

## Recorded results

| Method | mMD | Result date | Report paper |
| --- | --- | --- | --- |
| mLoRA-Asym | 5.52 | Not recorded | 692e732ad6b0dd3342932876 |
| mLoRA | 5.75 | Not recorded | 692e732ad6b0dd3342932876 |
| MLP-Asym | 7.77 | Not recorded | 692e732ad6b0dd3342932876 |
| HyperDiffusion | 8.64 | Not recorded | 692e732ad6b0dd3342932876 |
| LoRA | 152.9 | Not recorded | 692e732ad6b0dd3342932876 |
| LoRA-Asym | 210 | Not recorded | 692e732ad6b0dd3342932876 |

### mLoRA-Asym

mMD: 5.52. Result ID: 699994d95698665ec4087e87.

[Reporting paper](<https://www.sota2.com/research/paper/692e732ad6b0dd3342932876.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692e732ad6b0dd3342932876.md>)

Recorded evaluation configuration: {"Type":"Multiplicative","Masking":"Asymmetric"}. This record does not assert independent reproduction.

### mLoRA

mMD: 5.75. Result ID: 699994d95698665ec4087e86.

[Reporting paper](<https://www.sota2.com/research/paper/692e732ad6b0dd3342932876.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692e732ad6b0dd3342932876.md>)

Recorded evaluation configuration: {"Type":"Multiplicative"}. This record does not assert independent reproduction.

### MLP-Asym

mMD: 7.77. Result ID: 699994d95698665ec4087e83.

[Reporting paper](<https://www.sota2.com/research/paper/692e732ad6b0dd3342932876.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee51e209131cea42b20.md>)

Recorded evaluation configuration: {"Masking":"Asymmetric"}. This record does not assert independent reproduction.

### HyperDiffusion

mMD: 8.64. Result ID: 699994d95698665ec4087e82.

[Reporting paper](<https://www.sota2.com/research/paper/692e732ad6b0dd3342932876.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee51e209131cea42b20.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LoRA

mMD: 152.9. Result ID: 699994d95698665ec4087e84.

[Reporting paper](<https://www.sota2.com/research/paper/692e732ad6b0dd3342932876.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b121e209131cea2bf59.md>)

[Implementation](<https://github.com/microsoft/LoRA>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LoRA-Asym

mMD: 210. Result ID: 699994d95698665ec4087e85.

[Reporting paper](<https://www.sota2.com/research/paper/692e732ad6b0dd3342932876.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75321e209131cea66534.md>)

Recorded evaluation configuration: {"Masking":"Asymmetric"}. This record does not assert independent reproduction.

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