# Sequential Decision Making on RockSample (7, 8, 20, 0) Source: [Sequential Decision Making on RockSample (7, 8, 20, 0)]() Collection index: [llms.txt]() Data updated: 2026-05-26T10:31:33.035Z Evaluation of sequential decision-making performance on the specific configuration of the RockSample environment defined by parameters (7, 8, 20, 0), measured by Average Reward. 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 | Sequential Decision Making | | Dataset (including any stated split) | RockSample (7, 8, 20, 0) | | Metric | Average Reward | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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 - [Average Reward](): Higher is better; unit: SCALAR. ## Recorded results | Method | Average Reward | Result date | Report paper | | --- | --- | --- | --- | | Perfect Agent | 28.5 | Not recorded | 691bfd8f6750be83fe5ce83b | | Perfect Agent | 28.5 | Not recorded | 691bfd8f6750be83fe5ce83b | | Perfect Agent | 28.5 | Not recorded | 691bfd8f6750be83fe5ce83b | | Noisy Agent | 27.9 | Not recorded | 691bfd8f6750be83fe5ce83b | | Multiple-type (MT) Agent | 27.8 | Not recorded | 691bfd8f6750be83fe5ce83b | | Multiple-type (MT) Agent | 27.8 | Not recorded | 691bfd8f6750be83fe5ce83b | | Noisy Agent | 27.7 | Not recorded | 691bfd8f6750be83fe5ce83b | | Naive Agent | 27.6 | Not recorded | 691bfd8f6750be83fe5ce83b | | Noisy Agent | 26.9 | Not recorded | 691bfd8f6750be83fe5ce83b | | Noisy Agent | 26.3 | Not recorded | 691bfd8f6750be83fe5ce83b | | Multiple-type (MT) Agent | 26.3 | Not recorded | 691bfd8f6750be83fe5ce83b | | Multiple-type (MT) Agent | 26 | Not recorded | 691bfd8f6750be83fe5ce83b | | Noisy Agent | 25.6 | Not recorded | 691bfd8f6750be83fe5ce83b | | Naive Agent | 25.2 | Not recorded | 691bfd8f6750be83fe5ce83b | | Noisy Agent | 23.6 | Not recorded | 691bfd8f6750be83fe5ce83b | | Multiple-type (MT) Agent | 23.6 | Not recorded | 691bfd8f6750be83fe5ce83b | | Noisy Agent | 23.3 | Not recorded | 691bfd8f6750be83fe5ce83b | | Multiple-type (MT) Agent | 23.3 | Not recorded | 691bfd8f6750be83fe5ce83b | | Naive Agent | 23.2 | Not recorded | 691bfd8f6750be83fe5ce83b | | Noisy Agent | 21.8 | Not recorded | 691bfd8f6750be83fe5ce83b | | Normal Agent | 21.6 | Not recorded | 691bfd8f6750be83fe5ce83b | | Normal Agent | 21.6 | Not recorded | 691bfd8f6750be83fe5ce83b | | Normal Agent | 21.6 | Not recorded | 691bfd8f6750be83fe5ce83b | | Naive Agent | 21.1 | Not recorded | 691bfd8f6750be83fe5ce83b | | Naive Agent | 20.8 | Not recorded | 691bfd8f6750be83fe5ce83b | | Naive Agent | 20.8 | Not recorded | 691bfd8f6750be83fe5ce83b | | Naive Agent | 17.6 | Not recorded | 691bfd8f6750be83fe5ce83b | | Naive Agent | 15.2 | Not recorded | 691bfd8f6750be83fe5ce83b | | Noisy Agent | 15 | Not recorded | 691bfd8f6750be83fe5ce83b | | Naive Agent | 12.4 | Not recorded | 691bfd8f6750be83fe5ce83b | ### Perfect Agent Average Reward: 28.5. Result ID: 6a157684fbc373592c0d8a59. [Reporting paper]() Recorded evaluation configuration: {"Suggester Rationality (lambda\*)":"1.0"}. This record does not assert independent reproduction. ### Perfect Agent Average Reward: 28.5. Result ID: 6a157684fbc373592c0d8a5a. [Reporting paper]() Recorded evaluation configuration: {"Suggester Rationality (lambda\*)":"2.0"}. This record does not assert independent reproduction. ### Perfect Agent Average Reward: 28.5. Result ID: 6a157684fbc373592c0d8a5b. [Reporting paper]() Recorded evaluation configuration: {"Suggester Rationality (lambda\*)":"5.0"}. This record does not assert independent reproduction. ### Noisy Agent Average Reward: 27.9. Result ID: 6a157684fbc373592c0d8a67. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"lambda":"5.00","Suggester Rationality (lambda\*)":"5.0"}. This record does not assert independent reproduction. ### Multiple-type (MT) Agent Average Reward: 27.8. Result ID: 6a157684fbc373592c0d8a70. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tp":"0.00","Types T":"{0, 1, 2, 5, 10}","Suggester Rationality (lambda\*)":"5.0"}. This record does not assert independent reproduction. ### Multiple-type (MT) Agent Average Reward: 27.8. Result ID: 6a157684fbc373592c0d8a73. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tp":"0.05","Types T":"{0, 1, 2, 5, 10}","Suggester Rationality (lambda\*)":"5.0"}. This record does not assert independent reproduction. ### Noisy Agent Average Reward: 27.7. Result ID: 6a157684fbc373592c0d8a6a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"lambda":"2.00","Suggester Rationality (lambda\*)":"5.0"}. This record does not assert independent reproduction. ### Naive Agent Average Reward: 27.6. Result ID: 6a157684fbc373592c0d8a5e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"v (nu)":"1.00","Suggester Rationality (lambda\*)":"5.0"}. This record does not assert independent reproduction. ### Noisy Agent Average Reward: 26.9. Result ID: 6a157684fbc373592c0d8a6d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"lambda":"1.00","Suggester Rationality (lambda\*)":"5.0"}. This record does not assert independent reproduction. ### Noisy Agent Average Reward: 26.3. Result ID: 6a157684fbc373592c0d8a69. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"lambda":"2.00","Suggester Rationality (lambda\*)":"2.0"}. This record does not assert independent reproduction. ### Multiple-type (MT) Agent Average Reward: 26.3. Result ID: 6a157684fbc373592c0d8a6f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tp":"0.00","Types T":"{0, 1, 2, 5, 10}","Suggester Rationality (lambda\*)":"2.0"}. This record does not assert independent reproduction. ### Multiple-type (MT) Agent Average Reward: 26. Result ID: 6a157684fbc373592c0d8a72. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tp":"0.05","Types T":"{0, 1, 2, 5, 10}","Suggester Rationality (lambda\*)":"2.0"}. This record does not assert independent reproduction. ### Noisy Agent Average Reward: 25.6. Result ID: 6a157684fbc373592c0d8a6c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"lambda":"1.00","Suggester Rationality (lambda\*)":"2.0"}. This record does not assert independent reproduction. ### Naive Agent Average Reward: 25.2. Result ID: 6a157684fbc373592c0d8a61. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"v (nu)":"0.75","Suggester Rationality (lambda\*)":"5.0"}. This record does not assert independent reproduction. ### Noisy Agent Average Reward: 23.6. Result ID: 6a157684fbc373592c0d8a6b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"lambda":"1.00","Suggester Rationality (lambda\*)":"1.0"}. This record does not assert independent reproduction. ### Multiple-type (MT) Agent Average Reward: 23.6. Result ID: 6a157684fbc373592c0d8a6e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tp":"0.00","Types T":"{0, 1, 2, 5, 10}","Suggester Rationality (lambda\*)":"1.0"}. This record does not assert independent reproduction. ### Noisy Agent Average Reward: 23.3. Result ID: 6a157684fbc373592c0d8a66. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"lambda":"5.00","Suggester Rationality (lambda\*)":"2.0"}. This record does not assert independent reproduction. ### Multiple-type (MT) Agent Average Reward: 23.3. Result ID: 6a157684fbc373592c0d8a71. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"tp":"0.05","Types T":"{0, 1, 2, 5, 10}","Suggester Rationality (lambda\*)":"1.0"}. This record does not assert independent reproduction. ### Naive Agent Average Reward: 23.2. Result ID: 6a157684fbc373592c0d8a64. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"v (nu)":"0.50","Suggester Rationality (lambda\*)":"5.0"}. This record does not assert independent reproduction. ### Noisy Agent Average Reward: 21.8. Result ID: 6a157684fbc373592c0d8a68. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"lambda":"2.00","Suggester Rationality (lambda\*)":"1.0"}. This record does not assert independent reproduction. ### Normal Agent Average Reward: 21.6. Result ID: 6a157684fbc373592c0d8a56. [Reporting paper]() Recorded evaluation configuration: {"Suggester Rationality (lambda\*)":"1.0"}. This record does not assert independent reproduction. ### Normal Agent Average Reward: 21.6. Result ID: 6a157684fbc373592c0d8a57. [Reporting paper]() Recorded evaluation configuration: {"Suggester Rationality (lambda\*)":"2.0"}. This record does not assert independent reproduction. ### Normal Agent Average Reward: 21.6. Result ID: 6a157684fbc373592c0d8a58. [Reporting paper]() Recorded evaluation configuration: {"Suggester Rationality (lambda\*)":"5.0"}. This record does not assert independent reproduction. ### Naive Agent Average Reward: 21.1. Result ID: 6a157684fbc373592c0d8a5d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"v (nu)":"1.00","Suggester Rationality (lambda\*)":"2.0"}. This record does not assert independent reproduction. ### Naive Agent Average Reward: 20.8. Result ID: 6a157684fbc373592c0d8a60. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"v (nu)":"0.75","Suggester Rationality (lambda\*)":"2.0"}. This record does not assert independent reproduction. ### Naive Agent Average Reward: 20.8. Result ID: 6a157684fbc373592c0d8a63. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"v (nu)":"0.50","Suggester Rationality (lambda\*)":"2.0"}. This record does not assert independent reproduction. ### Naive Agent Average Reward: 17.6. Result ID: 6a157684fbc373592c0d8a62. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"v (nu)":"0.50","Suggester Rationality (lambda\*)":"1.0"}. This record does not assert independent reproduction. ### Naive Agent Average Reward: 15.2. Result ID: 6a157684fbc373592c0d8a5f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"v (nu)":"0.75","Suggester Rationality (lambda\*)":"1.0"}. This record does not assert independent reproduction. ### Noisy Agent Average Reward: 15. Result ID: 6a157684fbc373592c0d8a65. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"lambda":"5.00","Suggester Rationality (lambda\*)":"1.0"}. This record does not assert independent reproduction. ### Naive Agent Average Reward: 12.4. Result ID: 6a157684fbc373592c0d8a5c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"v (nu)":"1.00","Suggester Rationality (lambda\*)":"1.0"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.