# Sequential Decision Making on RockSample (8, 4, 10, -1) Source: [Sequential Decision Making on RockSample (8, 4, 10, -1)]() Collection index: [llms.txt]() Data updated: 2026-05-26T10:31:33.072Z Evaluation of sequential decision-making performance on the RockSample environment configured with parameters (8, 4, 10, -1), 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 (8, 4, 10, -1) | | 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 | 16.7 | Not recorded | 691bfd8f6750be83fe5ce83b | | Perfect Agent | 16.7 | Not recorded | 691bfd8f6750be83fe5ce83b | | Perfect Agent | 16.7 | Not recorded | 691bfd8f6750be83fe5ce83b | | Noisy Agent | 16.5 | Not recorded | 691bfd8f6750be83fe5ce83b | | Multiple-type (MT) Agent | 16.5 | Not recorded | 691bfd8f6750be83fe5ce83b | | Multiple-type (MT) Agent | 16.5 | Not recorded | 691bfd8f6750be83fe5ce83b | | Naive Agent | 16.3 | Not recorded | 691bfd8f6750be83fe5ce83b | | Noisy Agent | 16.1 | Not recorded | 691bfd8f6750be83fe5ce83b | | Noisy Agent | 15.7 | Not recorded | 691bfd8f6750be83fe5ce83b | | Multiple-type (MT) Agent | 15.6 | Not recorded | 691bfd8f6750be83fe5ce83b | | Multiple-type (MT) Agent | 15.5 | Not recorded | 691bfd8f6750be83fe5ce83b | | Noisy Agent | 15.3 | Not recorded | 691bfd8f6750be83fe5ce83b | | Noisy Agent | 15.2 | Not recorded | 691bfd8f6750be83fe5ce83b | | Noisy Agent | 14.8 | Not recorded | 691bfd8f6750be83fe5ce83b | | Naive Agent | 14.4 | Not recorded | 691bfd8f6750be83fe5ce83b | | Noisy Agent | 13.1 | Not recorded | 691bfd8f6750be83fe5ce83b | | Multiple-type (MT) Agent | 13 | Not recorded | 691bfd8f6750be83fe5ce83b | | Multiple-type (MT) Agent | 12.9 | Not recorded | 691bfd8f6750be83fe5ce83b | | Naive Agent | 12.4 | Not recorded | 691bfd8f6750be83fe5ce83b | | Naive Agent | 12.2 | Not recorded | 691bfd8f6750be83fe5ce83b | | Noisy Agent | 12.2 | Not recorded | 691bfd8f6750be83fe5ce83b | | Naive Agent | 11.2 | Not recorded | 691bfd8f6750be83fe5ce83b | | Naive Agent | 10.5 | Not recorded | 691bfd8f6750be83fe5ce83b | | Normal Agent | 10.2 | Not recorded | 691bfd8f6750be83fe5ce83b | | Normal Agent | 10.2 | Not recorded | 691bfd8f6750be83fe5ce83b | | Normal Agent | 10.2 | Not recorded | 691bfd8f6750be83fe5ce83b | | Noisy Agent | 10 | Not recorded | 691bfd8f6750be83fe5ce83b | | Naive Agent | 7.3 | Not recorded | 691bfd8f6750be83fe5ce83b | | Naive Agent | 5.2 | Not recorded | 691bfd8f6750be83fe5ce83b | | Naive Agent | 3.2 | Not recorded | 691bfd8f6750be83fe5ce83b | ### Perfect Agent Average Reward: 16.7. Result ID: 6a157684fbc373592c0d8a77. [Reporting paper]() Recorded evaluation configuration: {"Suggester Rationality (lambda\*)":"1.0"}. This record does not assert independent reproduction. ### Perfect Agent Average Reward: 16.7. Result ID: 6a157684fbc373592c0d8a78. [Reporting paper]() Recorded evaluation configuration: {"Suggester Rationality (lambda\*)":"2.0"}. This record does not assert independent reproduction. ### Perfect Agent Average Reward: 16.7. Result ID: 6a157684fbc373592c0d8a79. [Reporting paper]() Recorded evaluation configuration: {"Suggester Rationality (lambda\*)":"5.0"}. This record does not assert independent reproduction. ### Noisy Agent Average Reward: 16.5. Result ID: 6a157684fbc373592c0d8a85. [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: 16.5. Result ID: 6a157684fbc373592c0d8a8e. [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: 16.5. Result ID: 6a157684fbc373592c0d8a91. [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. ### Naive Agent Average Reward: 16.3. Result ID: 6a157684fbc373592c0d8a7c. [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: 16.1. Result ID: 6a157684fbc373592c0d8a88. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"lambda":"2.00","Suggester Rationality (lambda\*)":"5.0"}. This record does not assert independent reproduction. ### Noisy Agent Average Reward: 15.7. Result ID: 6a157684fbc373592c0d8a87. [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: 15.6. Result ID: 6a157684fbc373592c0d8a8d. [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: 15.5. Result ID: 6a157684fbc373592c0d8a90. [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: 15.3. Result ID: 6a157684fbc373592c0d8a8b. [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: 15.2. Result ID: 6a157684fbc373592c0d8a8a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"lambda":"1.00","Suggester Rationality (lambda\*)":"2.0"}. This record does not assert independent reproduction. ### Noisy Agent Average Reward: 14.8. Result ID: 6a157684fbc373592c0d8a84. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"lambda":"5.00","Suggester Rationality (lambda\*)":"2.0"}. This record does not assert independent reproduction. ### Naive Agent Average Reward: 14.4. Result ID: 6a157684fbc373592c0d8a7f. [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: 13.1. Result ID: 6a157684fbc373592c0d8a89. [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: 13. Result ID: 6a157684fbc373592c0d8a8c. [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. ### Multiple-type (MT) Agent Average Reward: 12.9. Result ID: 6a157684fbc373592c0d8a8f. [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: 12.4. Result ID: 6a157684fbc373592c0d8a82. [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. ### Naive Agent Average Reward: 12.2. Result ID: 6a157684fbc373592c0d8a7b. [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. ### Noisy Agent Average Reward: 12.2. Result ID: 6a157684fbc373592c0d8a86. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"lambda":"2.00","Suggester Rationality (lambda\*)":"1.0"}. This record does not assert independent reproduction. ### Naive Agent Average Reward: 11.2. Result ID: 6a157684fbc373592c0d8a7e. [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: 10.5. Result ID: 6a157684fbc373592c0d8a81. [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. ### Normal Agent Average Reward: 10.2. Result ID: 6a157684fbc373592c0d8a74. [Reporting paper]() Recorded evaluation configuration: {"Suggester Rationality (lambda\*)":"1.0"}. This record does not assert independent reproduction. ### Normal Agent Average Reward: 10.2. Result ID: 6a157684fbc373592c0d8a75. [Reporting paper]() Recorded evaluation configuration: {"Suggester Rationality (lambda\*)":"2.0"}. This record does not assert independent reproduction. ### Normal Agent Average Reward: 10.2. Result ID: 6a157684fbc373592c0d8a76. [Reporting paper]() Recorded evaluation configuration: {"Suggester Rationality (lambda\*)":"5.0"}. This record does not assert independent reproduction. ### Noisy Agent Average Reward: 10. Result ID: 6a157684fbc373592c0d8a83. [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: 7.3. Result ID: 6a157684fbc373592c0d8a80. [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: 5.2. Result ID: 6a157684fbc373592c0d8a7d. [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. ### Naive Agent Average Reward: 3.2. Result ID: 6a157684fbc373592c0d8a7a. [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.