# Click-Through Rate Prediction on KuaiVideo

Source: [Click-Through Rate Prediction on KuaiVideo](<https://www.sota2.com/research/sota/click-through-rate-prediction-on-kuaivideo>)

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

Data updated: 2026-04-23T08:57:33.166Z

Evaluation of model efficiency (Params, FLOPs, Latency) for Click-Through Rate Prediction on the KuaiVideo 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 | Click-Through Rate Prediction |
| Dataset (including any stated split) | KuaiVideo |
| Metric | Params |
| Unit | SIZE |
| Direction | Lower is better |
| Results loaded | 17 of 17 |
| 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

- [Params](<https://www.sota2.com/research/sota/click-through-rate-prediction-on-kuaivideo.md?metric=Params>): Lower is better; unit: SIZE.

- [FLOPs](<https://www.sota2.com/research/sota/click-through-rate-prediction-on-kuaivideo.md?metric=FLOPs>): Lower is better; unit: SIZE.

- [Latency](<https://www.sota2.com/research/sota/click-through-rate-prediction-on-kuaivideo.md?metric=Latency>): Lower is better; unit: TIME.

## Recorded results

| Method | Params | Result date | Report paper |
| --- | --- | --- | --- |
| MTGR | 0.12 | Not recorded | 69e85bf87d0172140ec812a5 |
| HSTU | 0.15 | Not recorded | 69e85bf87d0172140ec812a5 |
| InterFormer | 0.56 | Not recorded | 69e85bf87d0172140ec812a5 |
| AutoInt | 0.6 | Not recorded | 69e85bf87d0172140ec812a5 |
| LoopCTR(0/3) | 0.74 | Not recorded | 69e85bf87d0172140ec812a5 |
| OneTrans | 0.81 | Not recorded | 69e85bf87d0172140ec812a5 |
| HiFormer | 0.96 | Not recorded | 69e85bf87d0172140ec812a5 |
| DHEN | 1.09 | Not recorded | 69e85bf87d0172140ec812a5 |
| DLRM | 1.12 | Not recorded | 69e85bf87d0172140ec812a5 |
| DCNv2 | 1.12 | Not recorded | 69e85bf87d0172140ec812a5 |
| LoopCTR(1/3) | 1.14 | Not recorded | 69e85bf87d0172140ec812a5 |
| LoopCTR(2/3) | 1.14 | Not recorded | 69e85bf87d0172140ec812a5 |
| LoopCTR(3/3) | 1.14 | Not recorded | 69e85bf87d0172140ec812a5 |
| Oracle | 1.14 | Not recorded | 69e85bf87d0172140ec812a5 |
| DIN | 1.19 | Not recorded | 69e85bf87d0172140ec812a5 |
| StackCTR(3) | 1.96 | Not recorded | 69e85bf87d0172140ec812a5 |
| Wukong | 2.29 | Not recorded | 69e85bf87d0172140ec812a5 |

### MTGR

Params: 0.12. Result ID: 69e9de9947f34ce924d12a50.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bf87d0172140ec812a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ad71e209131cea85739.md>)

Recorded evaluation configuration: {"Batch Size":"2048"}. This record does not assert independent reproduction.

### HSTU

Params: 0.15. Result ID: 69e9de9947f34ce924d12a4e.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bf87d0172140ec812a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73121e209131cea5a488.md>)

Recorded evaluation configuration: {"Batch Size":"2048"}. This record does not assert independent reproduction.

### InterFormer

Params: 0.56. Result ID: 69e9de9947f34ce924d12a4f.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bf87d0172140ec812a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b3e1e209131cea87455.md>)

Recorded evaluation configuration: {"Batch Size":"2048"}. This record does not assert independent reproduction.

### AutoInt

Params: 0.6. Result ID: 69e9de9947f34ce924d12a4b.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bf87d0172140ec812a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66421e209131cea0f40c.md>)

[Implementation](<https://github.com/DeepGraphLearning/RecommenderSystems>)

Recorded evaluation configuration: {"Batch Size":"2048"}. This record does not assert independent reproduction.

### LoopCTR(0/3)

Params: 0.74. Result ID: 69e9de9947f34ce924d12a52.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bf87d0172140ec812a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e85bf87d0172140ec812a5.md>)

Recorded evaluation configuration: {"Batch Size":"2048","Inference Loops":"0"}. This record does not assert independent reproduction.

### OneTrans

Params: 0.81. Result ID: 69e9de9947f34ce924d12a4d.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bf87d0172140ec812a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/690442733ef7ccd74e5e4b5b.md>)

Recorded evaluation configuration: {"Batch Size":"2048"}. This record does not assert independent reproduction.

### HiFormer

Params: 0.96. Result ID: 69e9de9947f34ce924d12a4c.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bf87d0172140ec812a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71211e209131cea4f5bf.md>)

Recorded evaluation configuration: {"Batch Size":"2048"}. This record does not assert independent reproduction.

### DHEN

Params: 1.09. Result ID: 69e9de9947f34ce924d12a4a.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bf87d0172140ec812a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0c1e209131cea31a54.md>)

Recorded evaluation configuration: {"Batch Size":"2048"}. This record does not assert independent reproduction.

### DLRM

Params: 1.12. Result ID: 69e9de9947f34ce924d12a46.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bf87d0172140ec812a5.md>)

Recorded evaluation configuration: {"Batch Size":"2048"}. This record does not assert independent reproduction.

### DCNv2

Params: 1.12. Result ID: 69e9de9947f34ce924d12a48.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bf87d0172140ec812a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a1e1e209131cea260bf.md>)

Recorded evaluation configuration: {"Batch Size":"2048"}. This record does not assert independent reproduction.

### LoopCTR(1/3)

Params: 1.14. Result ID: 69e9de9947f34ce924d12a53.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bf87d0172140ec812a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e85bf87d0172140ec812a5.md>)

Recorded evaluation configuration: {"Batch Size":"2048","Inference Loops":"1"}. This record does not assert independent reproduction.

### LoopCTR(2/3)

Params: 1.14. Result ID: 69e9de9947f34ce924d12a54.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bf87d0172140ec812a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e85bf87d0172140ec812a5.md>)

Recorded evaluation configuration: {"Batch Size":"2048","Inference Loops":"2"}. This record does not assert independent reproduction.

### LoopCTR(3/3)

Params: 1.14. Result ID: 69e9de9947f34ce924d12a55.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bf87d0172140ec812a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e85bf87d0172140ec812a5.md>)

Recorded evaluation configuration: {"Batch Size":"2048","Inference Loops":"3"}. This record does not assert independent reproduction.

### Oracle

Params: 1.14. Result ID: 69e9de9947f34ce924d12a56.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bf87d0172140ec812a5.md>)

Recorded evaluation configuration: {"Batch Size":"2048"}. This record does not assert independent reproduction.

### DIN

Params: 1.19. Result ID: 69e9de9947f34ce924d12a47.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bf87d0172140ec812a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64dd1e209131cea06dd1.md>)

[Implementation](<https://github.com/zhougr1993/DeepInterestNetwork>)

Recorded evaluation configuration: {"Batch Size":"2048"}. This record does not assert independent reproduction.

### StackCTR(3)

Params: 1.96. Result ID: 69e9de9947f34ce924d12a51.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bf87d0172140ec812a5.md>)

Recorded evaluation configuration: {"Batch Size":"2048"}. This record does not assert independent reproduction.

### Wukong

Params: 2.29. Result ID: 69e9de9947f34ce924d12a49.

[Reporting paper](<https://www.sota2.com/research/paper/69e85bf87d0172140ec812a5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73771e209131cea5cb7b.md>)

Recorded evaluation configuration: {"Batch Size":"2048"}. This record does not assert independent reproduction.

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