# Stock Ranking on CSI500 Alpha158 (test) Source: [Stock Ranking on CSI500 Alpha158 (test)]() Collection index: [llms.txt]() Data updated: 2026-04-23T10:23:01.014Z Evaluation of stock ranking performance on the test split of the CSI500 Alpha158 dataset, assessed using financial metrics including Information Coefficient (IC), IC Ratio (ICIR), Rank IC, and Rank ICIR. 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 | Stock ranking | | Dataset (including any stated split) | CSI500 Alpha158 (test) | | Metric | IC | | Unit | SCALAR | | Direction | Higher 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 - [IC](): Higher is better; unit: SCALAR. - [ICIR](): Higher is better; unit: SCALAR. - [Rank IC](): Higher is better; unit: SCALAR. - [Rank ICIR](): Higher is better; unit: SCALAR. ## Recorded results | Method | IC | Result date | Report paper | | --- | --- | --- | --- | | ACT | 0.0877 | Not recorded | 69e9a7ad55a3c32af89f7181 | | iTransformer | 0.0845 | Not recorded | 69e9a7ad55a3c32af89f7181 | | XGBoost | 0.0601 | Not recorded | 69e9a7ad55a3c32af89f7181 | | TCN | 0.0593 | Not recorded | 69e9a7ad55a3c32af89f7181 | | GRU | 0.0578 | Not recorded | 69e9a7ad55a3c32af89f7181 | | Transformer | 0.0529 | Not recorded | 69e9a7ad55a3c32af89f7181 | | ALSTM | 0.0506 | Not recorded | 69e9a7ad55a3c32af89f7181 | | LSTM | 0.0466 | Not recorded | 69e9a7ad55a3c32af89f7181 | | Localformer | 0.0466 | Not recorded | 69e9a7ad55a3c32af89f7181 | | GAT | 0.045 | Not recorded | 69e9a7ad55a3c32af89f7181 | | CatBoost | 0.0449 | Not recorded | 69e9a7ad55a3c32af89f7181 | | LightGBM | 0.0442 | Not recorded | 69e9a7ad55a3c32af89f7181 | | TimeMixer | 0.0349 | Not recorded | 69e9a7ad55a3c32af89f7181 | | FreqCycle | 0.0348 | Not recorded | 69e9a7ad55a3c32af89f7181 | | DoubleEnsemble | 0.0331 | Not recorded | 69e9a7ad55a3c32af89f7181 | | TabNet | 0.032 | Not recorded | 69e9a7ad55a3c32af89f7181 | | SFM | 0.0274 | Not recorded | 69e9a7ad55a3c32af89f7181 | ### ACT IC: 0.0877. Result ID: 69e9f2ef47f34ce924d1c3a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### iTransformer IC: 0.0845. Result ID: 69e9f2ef47f34ce924d1c3a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### XGBoost IC: 0.0601. Result ID: 69e9f2ef47f34ce924d1c39c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TCN IC: 0.0593. Result ID: 69e9f2ef47f34ce924d1c399. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GRU IC: 0.0578. Result ID: 69e9f2ef47f34ce924d1c394. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Transformer IC: 0.0529. Result ID: 69e9f2ef47f34ce924d1c395. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ALSTM IC: 0.0506. Result ID: 69e9f2ef47f34ce924d1c396. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LSTM IC: 0.0466. Result ID: 69e9f2ef47f34ce924d1c393. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Localformer IC: 0.0466. Result ID: 69e9f2ef47f34ce924d1c39b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GAT IC: 0.045. Result ID: 69e9f2ef47f34ce924d1c398. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CatBoost IC: 0.0449. Result ID: 69e9f2ef47f34ce924d1c39d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LightGBM IC: 0.0442. Result ID: 69e9f2ef47f34ce924d1c39e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TimeMixer IC: 0.0349. Result ID: 69e9f2ef47f34ce924d1c3a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FreqCycle IC: 0.0348. Result ID: 69e9f2ef47f34ce924d1c3a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DoubleEnsemble IC: 0.0331. Result ID: 69e9f2ef47f34ce924d1c39f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TabNet IC: 0.032. Result ID: 69e9f2ef47f34ce924d1c39a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SFM IC: 0.0274. Result ID: 69e9f2ef47f34ce924d1c397. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.