# POMDP Simulation on RS(8, 4, 10, -1) Source: [POMDP Simulation on RS(8, 4, 10, -1)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:02:15.601Z Evaluation of models simulating Partially Observable Markov Decision Processes (POMDP) environments using the specific configuration RS(8, 4, 10, -1), focusing on Reward and Suggestion counts. 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 | POMDP Simulation | | Dataset (including any stated split) | RS(8, 4, 10, -1) | | Metric | Reward | | Unit | SCALAR | | 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 - [Reward](): Higher is better; unit: SCALAR. - [Suggestion Count](): Higher is better; unit: SCALAR. ## Recorded results | Method | Reward | Result date | Report paper | | --- | --- | --- | --- | | Naive | 16.9 | Not recorded | 68fa6d801e209131cea3a1bc | | Perfect | 16.7 | Not recorded | 68fa6d801e209131cea3a1bc | | Scaled Agent | 16.4 | Not recorded | 68fa6d801e209131cea3a1bc | | Noisy Agent | 16.4 | Not recorded | 68fa6d801e209131cea3a1bc | | Scaled Agent | 16.3 | Not recorded | 68fa6d801e209131cea3a1bc | | Noisy Agent | 16.3 | Not recorded | 68fa6d801e209131cea3a1bc | | Scaled Agent | 16.2 | Not recorded | 68fa6d801e209131cea3a1bc | | Noisy Agent | 16.2 | Not recorded | 68fa6d801e209131cea3a1bc | | Naive | 14.6 | Not recorded | 68fa6d801e209131cea3a1bc | | Naive | 12.7 | Not recorded | 68fa6d801e209131cea3a1bc | | Normal | 10.1 | Not recorded | 68fa6d801e209131cea3a1bc | ### Naive Reward: 16.9. Result ID: 698fb5a33a6c314849fb4d03. [Reporting paper]() Recorded evaluation configuration: {"v":1}. This record does not assert independent reproduction. ### Perfect Reward: 16.7. Result ID: 698fb5a33a6c314849fb4d02. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Scaled Agent Reward: 16.4. Result ID: 698fb5a33a6c314849fb4d06. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"tau":0.99}. This record does not assert independent reproduction. ### Noisy Agent Reward: 16.4. Result ID: 698fb5a33a6c314849fb4d09. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"lambda":5}. This record does not assert independent reproduction. ### Scaled Agent Reward: 16.3. Result ID: 698fb5a33a6c314849fb4d08. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"tau":0.5}. This record does not assert independent reproduction. ### Noisy Agent Reward: 16.3. Result ID: 698fb5a33a6c314849fb4d0a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"lambda":2}. This record does not assert independent reproduction. ### Scaled Agent Reward: 16.2. Result ID: 698fb5a33a6c314849fb4d07. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"tau":0.75}. This record does not assert independent reproduction. ### Noisy Agent Reward: 16.2. Result ID: 698fb5a33a6c314849fb4d0b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"lambda":1}. This record does not assert independent reproduction. ### Naive Reward: 14.6. Result ID: 698fb5a33a6c314849fb4d04. [Reporting paper]() Recorded evaluation configuration: {"v":0.75}. This record does not assert independent reproduction. ### Naive Reward: 12.7. Result ID: 698fb5a33a6c314849fb4d05. [Reporting paper]() Recorded evaluation configuration: {"v":0.5}. This record does not assert independent reproduction. ### Normal Reward: 10.1. Result ID: 698fb5a33a6c314849fb4d01. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.