# Stock Ranking on CSI300 Alpha158 (test) Source: [Stock Ranking on CSI300 Alpha158 (test)]() Collection index: [llms.txt]() Data updated: 2026-04-23T10:23:00.976Z Evaluation of stock ranking models using financial metrics such as Information Coefficient (IC) and Information Ratio (ICIR) on the test split of the CSI300 Alpha158 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 | Stock ranking | | Dataset (including any stated split) | CSI300 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 | 0.0692 | Not recorded | 69e9a7ad55a3c32af89f7181 | | XGBoost | 0.0528 | Not recorded | 69e9a7ad55a3c32af89f7181 | | iTransformer | 0.0456 | Not recorded | 69e9a7ad55a3c32af89f7181 | | LightGBM | 0.036 | Not recorded | 69e9a7ad55a3c32af89f7181 | | ALSTM | 0.0355 | Not recorded | 69e9a7ad55a3c32af89f7181 | | CatBoost | 0.035 | Not recorded | 69e9a7ad55a3c32af89f7181 | | TCN | 0.0349 | Not recorded | 69e9a7ad55a3c32af89f7181 | | GAT | 0.0346 | Not recorded | 69e9a7ad55a3c32af89f7181 | | SFM | 0.034 | Not recorded | 69e9a7ad55a3c32af89f7181 | | Transformer | 0.0329 | Not recorded | 69e9a7ad55a3c32af89f7181 | | FreqCycle | 0.0325 | Not recorded | 69e9a7ad55a3c32af89f7181 | | GRU | 0.031 | Not recorded | 69e9a7ad55a3c32af89f7181 | | TabNet | 0.0294 | Not recorded | 69e9a7ad55a3c32af89f7181 | | Localformer | 0.0285 | Not recorded | 69e9a7ad55a3c32af89f7181 | | LSTM | 0.0276 | Not recorded | 69e9a7ad55a3c32af89f7181 | | DoubleEnsemble | 0.027 | Not recorded | 69e9a7ad55a3c32af89f7181 | | TimeMixer | 0.0234 | Not recorded | 69e9a7ad55a3c32af89f7181 | ### ACT IC: 0.0692. Result ID: 69e9f2ef47f34ce924d1c392. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### XGBoost IC: 0.0528. Result ID: 69e9f2ef47f34ce924d1c38b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### iTransformer IC: 0.0456. Result ID: 69e9f2ef47f34ce924d1c38f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LightGBM IC: 0.036. Result ID: 69e9f2ef47f34ce924d1c38d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ALSTM IC: 0.0355. Result ID: 69e9f2ef47f34ce924d1c385. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CatBoost IC: 0.035. Result ID: 69e9f2ef47f34ce924d1c38c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TCN IC: 0.0349. Result ID: 69e9f2ef47f34ce924d1c388. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GAT IC: 0.0346. Result ID: 69e9f2ef47f34ce924d1c387. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SFM IC: 0.034. Result ID: 69e9f2ef47f34ce924d1c386. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Transformer IC: 0.0329. Result ID: 69e9f2ef47f34ce924d1c384. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FreqCycle IC: 0.0325. Result ID: 69e9f2ef47f34ce924d1c391. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GRU IC: 0.031. Result ID: 69e9f2ef47f34ce924d1c383. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TabNet IC: 0.0294. Result ID: 69e9f2ef47f34ce924d1c389. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Localformer IC: 0.0285. Result ID: 69e9f2ef47f34ce924d1c38a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LSTM IC: 0.0276. Result ID: 69e9f2ef47f34ce924d1c382. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DoubleEnsemble IC: 0.027. Result ID: 69e9f2ef47f34ce924d1c38e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TimeMixer IC: 0.0234. Result ID: 69e9f2ef47f34ce924d1c390. [Reporting paper]() [Method origin 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.