# Interactive Recommendation on KuaiRec Max Len 30 Source: [Interactive Recommendation on KuaiRec Max Len 30]() Collection index: [llms.txt]() Data updated: 2026-03-04T21:04:27.627Z Evaluation of Interactive Recommendation performance specifically on the KuaiRec dataset configured with a maximum sequence length of 30, measured using metrics like Rcum, Rsingle, sequence length (Len), and Gini Index. 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 | Interactive Recommendation | | Dataset (including any stated split) | KuaiRec Max Len 30 | | Metric | Rcum | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Rcum](): Higher is better; unit: SCALAR. - [Rsingle](): Higher is better; unit: SCALAR. - [Sequence Length (Len)](): Higher is better; unit: SCALAR. - [Gini Index](): Lower is better; unit: PERCENT. ## Recorded results | Method | Rcum | Result date | Report paper | | --- | --- | --- | --- | | HRL4PFG | 29.99 | Not recorded | 69a7bc862d603e6de3e3d557 | | DNAIR | 17.4 | Not recorded | 69a7bc862d603e6de3e3d557 | | PG | 14.06 | Not recorded | 69a7bc862d603e6de3e3d557 | | C51 | 13.9 | Not recorded | 69a7bc862d603e6de3e3d557 | | SQN | 13.46 | Not recorded | 69a7bc862d603e6de3e3d557 | | HRL4PFG | 10.03 | Not recorded | 69a7bc862d603e6de3e3d557 | | TD3 | 8.27 | Not recorded | 69a7bc862d603e6de3e3d557 | | DDPG | 8.23 | Not recorded | 69a7bc862d603e6de3e3d557 | | SAC4IR | 6.21 | Not recorded | 69a7bc862d603e6de3e3d557 | | DNAIR | 5.97 | Not recorded | 69a7bc862d603e6de3e3d557 | | DDPG | 5.41 | Not recorded | 69a7bc862d603e6de3e3d557 | | SAC4IR | 4.86 | Not recorded | 69a7bc862d603e6de3e3d557 | | TD3 | 4.35 | Not recorded | 69a7bc862d603e6de3e3d557 | | PG | 3.32 | Not recorded | 69a7bc862d603e6de3e3d557 | | C51 | 2.68 | Not recorded | 69a7bc862d603e6de3e3d557 | | SQN | 1.74 | Not recorded | 69a7bc862d603e6de3e3d557 | ### HRL4PFG Rcum: 29.99. Result ID: 69a89e556dbb7075b9518cd6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"quit parameter W":"3"}. This record does not assert independent reproduction. ### DNAIR Rcum: 17.4. Result ID: 69a89e556dbb7075b9518cd5. [Reporting paper]() Recorded evaluation configuration: {"quit parameter W":"3"}. This record does not assert independent reproduction. ### PG Rcum: 14.06. Result ID: 69a89e556dbb7075b9518cd0. [Reporting paper]() Recorded evaluation configuration: {"quit parameter W":"3"}. This record does not assert independent reproduction. ### C51 Rcum: 13.9. Result ID: 69a89e556dbb7075b9518cd3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"quit parameter W":"3"}. This record does not assert independent reproduction. ### SQN Rcum: 13.46. Result ID: 69a89e556dbb7075b9518ccf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"quit parameter W":"3"}. This record does not assert independent reproduction. ### HRL4PFG Rcum: 10.03. Result ID: 69a89e556dbb7075b9518ce6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"quit parameter W":"3"}. This record does not assert independent reproduction. ### TD3 Rcum: 8.27. Result ID: 69a89e556dbb7075b9518cd2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"quit parameter W":"3"}. This record does not assert independent reproduction. ### DDPG Rcum: 8.23. Result ID: 69a89e556dbb7075b9518cd1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"quit parameter W":"3"}. This record does not assert independent reproduction. ### SAC4IR Rcum: 6.21. Result ID: 69a89e556dbb7075b9518ce4. [Reporting paper]() Recorded evaluation configuration: {"quit parameter W":"3"}. This record does not assert independent reproduction. ### DNAIR Rcum: 5.97. Result ID: 69a89e556dbb7075b9518ce5. [Reporting paper]() Recorded evaluation configuration: {"quit parameter W":"3"}. This record does not assert independent reproduction. ### DDPG Rcum: 5.41. Result ID: 69a89e556dbb7075b9518ce1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"quit parameter W":"3"}. This record does not assert independent reproduction. ### SAC4IR Rcum: 4.86. Result ID: 69a89e556dbb7075b9518cd4. [Reporting paper]() Recorded evaluation configuration: {"quit parameter W":"3"}. This record does not assert independent reproduction. ### TD3 Rcum: 4.35. Result ID: 69a89e556dbb7075b9518ce2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"quit parameter W":"3"}. This record does not assert independent reproduction. ### PG Rcum: 3.32. Result ID: 69a89e556dbb7075b9518ce0. [Reporting paper]() Recorded evaluation configuration: {"quit parameter W":"3"}. This record does not assert independent reproduction. ### C51 Rcum: 2.68. Result ID: 69a89e556dbb7075b9518ce3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"quit parameter W":"3"}. This record does not assert independent reproduction. ### SQN Rcum: 1.74. Result ID: 69a89e556dbb7075b9518cdf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"quit parameter W":"3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.