# Continual Reinforcement Learning on CW20 sequence Source: [Continual Reinforcement Learning on CW20 sequence]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:57:48.085Z Evaluation of Continual Reinforcement Learning performance on the CW20 sequence benchmark, focusing on metrics such as performance, forgetting, and forward transfer. 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 | Continual Reinforcement Learning | | Dataset (including any stated split) | CW20 sequence | | Metric | Performance | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 - [Performance](): Higher is better; unit: PERCENT. - [Forgetting](): Lower is better; unit: PERCENT. - [Forward Transfer](): Higher is better; unit: PERCENT. ## Recorded results | Method | Performance | Result date | Report paper | | --- | --- | --- | --- | | ClonEx-SAC | 87 | Not recorded | 68fa6d811e209131cea3a2b2 | | Behavioral cloning | 83 | Not recorded | 68fa6d811e209131cea3a2b2 | | PackNet | 80 | Not recorded | 68fa6d811e209131cea3a2b2 | | EWC | 61 | Not recorded | 68fa6d811e209131cea3a2b2 | | MAS | 53 | Not recorded | 68fa6d811e209131cea3a2b2 | | L2 | 50 | Not recorded | 68fa6d811e209131cea3a2b2 | | VCL | 50 | Not recorded | 68fa6d811e209131cea3a2b2 | | Perfect memory | 9 | Not recorded | 68fa6d811e209131cea3a2b2 | | A-GEM | 7 | Not recorded | 68fa6d811e209131cea3a2b2 | | Fine-tuning | 5 | Not recorded | 68fa6d811e209131cea3a2b2 | | Fine-tuning | 5 | Not recorded | 68fa6d811e209131cea3a2b2 | ### ClonEx-SAC Performance: 87. Result ID: 698fb5ff3a6c314849fb4fd1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Behavioral cloning Performance: 83. Result ID: 698fb5ff3a6c314849fb4fd2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PackNet Performance: 80. Result ID: 698fb5ff3a6c314849fb4fd6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EWC Performance: 61. Result ID: 698fb5ff3a6c314849fb4fd3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MAS Performance: 53. Result ID: 698fb5ff3a6c314849fb4fd5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### L2 Performance: 50. Result ID: 698fb5ff3a6c314849fb4fd4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VCL Performance: 50. Result ID: 698fb5ff3a6c314849fb4fd8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Perfect memory Performance: 9. Result ID: 698fb5ff3a6c314849fb4fd7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### A-GEM Performance: 7. Result ID: 698fb5ff3a6c314849fb4fd0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Fine-tuning Performance: 5. Result ID: 698fb5ff3a6c314849fb4fce. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Fine-tuning Performance: 5. Result ID: 698fb5ff3a6c314849fb4fcf. [Reporting paper]() Recorded evaluation configuration: {"exploration":"best-return"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.