# Interactive Recommendation on KuaiRand Pure Source: [Interactive Recommendation on KuaiRand Pure]() Collection index: [llms.txt]() Data updated: 2026-03-05T08:50:26.209Z Evaluation of Interactive Recommendation performance on the KuaiRand Pure dataset, measured using metrics including Len, R\_each, R\_cum, and AD. 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) | KuaiRand Pure | | Metric | Interaction Length | | 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 - [Interaction Length](): Higher is better; unit: SCALAR. - [Reward per Interaction](): Higher is better; unit: PERCENT. - [Cumulative Reward](): Higher is better; unit: SCALAR. - [Average Deviation Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Interaction Length | Result date | Report paper | | --- | --- | --- | --- | | DSRM-HRL | 35.133 | Not recorded | 69a90e112d603e6de3e4084b | | DNaIR | 31.8 | Not recorded | 69a90e112d603e6de3e4084b | | TD3 | 31.233 | Not recorded | 69a90e112d603e6de3e4084b | | SAC4IF | 28.433 | Not recorded | 69a90e112d603e6de3e4084b | | BCQ | 25.9 | Not recorded | 69a90e112d603e6de3e4084b | | DSRM-HRL | 24.067 | Not recorded | 69a90e112d603e6de3e4084b | | MOFIR | 23.7 | Not recorded | 69a90e112d603e6de3e4084b | | A2C | 23.167 | Not recorded | 69a90e112d603e6de3e4084b | | DORL | 23.1 | Not recorded | 69a90e112d603e6de3e4084b | | BCQ | 17.133 | Not recorded | 69a90e112d603e6de3e4084b | | DNaIR | 16.267 | Not recorded | 69a90e112d603e6de3e4084b | | TD3 | 16.233 | Not recorded | 69a90e112d603e6de3e4084b | | SAC4IF | 14 | Not recorded | 69a90e112d603e6de3e4084b | | MOFIR | 13.9 | Not recorded | 69a90e112d603e6de3e4084b | | DORL | 13.7 | Not recorded | 69a90e112d603e6de3e4084b | | A2C | 13.667 | Not recorded | 69a90e112d603e6de3e4084b | ### DSRM-HRL Interaction Length: 35.133. Result ID: 69a943bf6dbb7075b952d2c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Max Len":"50"}. This record does not assert independent reproduction. ### DNaIR Interaction Length: 31.8. Result ID: 69a943bf6dbb7075b952d2c5. [Reporting paper]() Recorded evaluation configuration: {"Max Len":"50"}. This record does not assert independent reproduction. ### TD3 Interaction Length: 31.233. Result ID: 69a943bf6dbb7075b952d2c1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Max Len":"50"}. This record does not assert independent reproduction. ### SAC4IF Interaction Length: 28.433. Result ID: 69a943bf6dbb7075b952d2c6. [Reporting paper]() Recorded evaluation configuration: {"Max Len":"50"}. This record does not assert independent reproduction. ### BCQ Interaction Length: 25.9. Result ID: 69a943bf6dbb7075b952d2c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Max Len":"50"}. This record does not assert independent reproduction. ### DSRM-HRL Interaction Length: 24.067. Result ID: 69a943bf6dbb7075b952d2bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Max Len":"30"}. This record does not assert independent reproduction. ### MOFIR Interaction Length: 23.7. Result ID: 69a943bf6dbb7075b952d2c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Max Len":"50"}. This record does not assert independent reproduction. ### A2C Interaction Length: 23.167. Result ID: 69a943bf6dbb7075b952d2c0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Max Len":"50"}. This record does not assert independent reproduction. ### DORL Interaction Length: 23.1. Result ID: 69a943bf6dbb7075b952d2c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Max Len":"50"}. This record does not assert independent reproduction. ### BCQ Interaction Length: 17.133. Result ID: 69a943bf6dbb7075b952d2ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Max Len":"30"}. This record does not assert independent reproduction. ### DNaIR Interaction Length: 16.267. Result ID: 69a943bf6dbb7075b952d2bd. [Reporting paper]() Recorded evaluation configuration: {"Max Len":"30"}. This record does not assert independent reproduction. ### TD3 Interaction Length: 16.233. Result ID: 69a943bf6dbb7075b952d2b9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Max Len":"30"}. This record does not assert independent reproduction. ### SAC4IF Interaction Length: 14. Result ID: 69a943bf6dbb7075b952d2be. [Reporting paper]() Recorded evaluation configuration: {"Max Len":"30"}. This record does not assert independent reproduction. ### MOFIR Interaction Length: 13.9. Result ID: 69a943bf6dbb7075b952d2bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Max Len":"30"}. This record does not assert independent reproduction. ### DORL Interaction Length: 13.7. Result ID: 69a943bf6dbb7075b952d2bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Max Len":"30"}. This record does not assert independent reproduction. ### A2C Interaction Length: 13.667. Result ID: 69a943bf6dbb7075b952d2b8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Max Len":"30"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.