# Homomorphic Encryption Energy Efficiency on HE Kernels Energy Comparison

Source: [Homomorphic Encryption Energy Efficiency on HE Kernels Energy Comparison](<https://www.sota2.com/research/sota/homomorphic-encryption-energy-efficiency-on-he-kernels-energy-comparison>)

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

Data updated: 2026-04-07T09:09:59.000Z

Evaluation of the energy efficiency improvement factors for fundamental Homomorphic Encryption (HE) operations (Add, Multiply, Rescale, Rotate) measured against a baseline, using the HE Kernels Energy Comparison dataset.

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 | Homomorphic Encryption Energy Efficiency |
| Dataset (including any stated split) | HE Kernels Energy Comparison |
| Metric | HE-Add Energy Efficiency Improvement |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [HE-Add Energy Efficiency Improvement](<https://www.sota2.com/research/sota/homomorphic-encryption-energy-efficiency-on-he-kernels-energy-comparison.md?metric=HE-Add%20Energy%20Efficiency%20Improvement>): Higher is better; unit: SCALAR.

- [HE-Mult Energy Efficiency Improvement](<https://www.sota2.com/research/sota/homomorphic-encryption-energy-efficiency-on-he-kernels-energy-comparison.md?metric=HE-Mult%20Energy%20Efficiency%20Improvement>): Higher is better; unit: SCALAR.

- [Rescale Energy Efficiency Improvement](<https://www.sota2.com/research/sota/homomorphic-encryption-energy-efficiency-on-he-kernels-energy-comparison.md?metric=Rescale%20Energy%20Efficiency%20Improvement>): Higher is better; unit: SCALAR.

- [Rotate Energy Efficiency Improvement](<https://www.sota2.com/research/sota/homomorphic-encryption-energy-efficiency-on-he-kernels-energy-comparison.md?metric=Rotate%20Energy%20Efficiency%20Improvement>): Higher is better; unit: SCALAR.

## Recorded results

| Method | HE-Add Energy Efficiency Improvement | Result date | Report paper |
| --- | --- | --- | --- |
| CROSS | 2253 | Not recorded | 68fa77be1e209131cea75114 |
| CROSS | 13.6 | Not recorded | 68fa77be1e209131cea75114 |
| CROSS | 12.8 | Not recorded | 68fa77be1e209131cea75114 |
| CROSS | 5.61 | Not recorded | 68fa77be1e209131cea75114 |
| CROSS | 4.55 | Not recorded | 68fa77be1e209131cea75114 |
| CROSS | 1.32 | Not recorded | 68fa77be1e209131cea75114 |
| CROSS | 1.2 | Not recorded | 68fa77be1e209131cea75114 |
| CROSS | 0.15 | Not recorded | 68fa77be1e209131cea75114 |

### CROSS

HE-Add Energy Efficiency Improvement: 2253. Result ID: 69d4c9e547f34ce924bccb83.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77be1e209131cea75114.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77be1e209131cea75114.md>)

Recorded evaluation configuration: {"Baseline Library Comparison":"OpenFHE","Device Category":"Publicly Available"}. This record does not assert independent reproduction.

### CROSS

HE-Add Energy Efficiency Improvement: 13.6. Result ID: 69d4c9e547f34ce924bccb86.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77be1e209131cea75114.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77be1e209131cea75114.md>)

Recorded evaluation configuration: {"Baseline Library Comparison":"Cheddar","Device Category":"Publicly Available"}. This record does not assert independent reproduction.

### CROSS

HE-Add Energy Efficiency Improvement: 12.8. Result ID: 69d4c9e547f34ce924bccb84.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77be1e209131cea75114.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77be1e209131cea75114.md>)

Recorded evaluation configuration: {"Baseline Library Comparison":"FIDESlib","Device Category":"Publicly Available"}. This record does not assert independent reproduction.

### CROSS

HE-Add Energy Efficiency Improvement: 5.61. Result ID: 69d4c9e547f34ce924bccb85.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77be1e209131cea75114.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77be1e209131cea75114.md>)

Recorded evaluation configuration: {"Baseline Library Comparison":"WarpDrive","Device Category":"Publicly Available"}. This record does not assert independent reproduction.

### CROSS

HE-Add Energy Efficiency Improvement: 4.55. Result ID: 69d4c9e547f34ce924bccb87.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77be1e209131cea75114.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77be1e209131cea75114.md>)

Recorded evaluation configuration: {"Baseline Library Comparison":"FAB","Device Category":"Publicly Available"}. This record does not assert independent reproduction.

### CROSS

HE-Add Energy Efficiency Improvement: 1.32. Result ID: 69d4c9e547f34ce924bccb8a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77be1e209131cea75114.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77be1e209131cea75114.md>)

Recorded evaluation configuration: {"Baseline Library Comparison":"CraterLake","Device Category":"Unavailable Devices"}. This record does not assert independent reproduction.

### CROSS

HE-Add Energy Efficiency Improvement: 1.2. Result ID: 69d4c9e547f34ce924bccb89.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77be1e209131cea75114.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77be1e209131cea75114.md>)

Recorded evaluation configuration: {"Baseline Library Comparison":"BASALISC","Device Category":"Unavailable Devices"}. This record does not assert independent reproduction.

### CROSS

HE-Add Energy Efficiency Improvement: 0.15. Result ID: 69d4c9e547f34ce924bccb88.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77be1e209131cea75114.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77be1e209131cea75114.md>)

Recorded evaluation configuration: {"Baseline Library Comparison":"HEAP","Device Category":"Publicly Available"}. This record does not assert independent reproduction.

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