# Macro-level panic propagation prediction on Hurricane Sandy Source: [Macro-level panic propagation prediction on Hurricane Sandy]() Collection index: [llms.txt]() Data updated: 2026-06-16T07:30:05.015Z Evaluation of models predicting macro-level panic propagation dynamics using the Hurricane Sandy dataset, measured by metrics such as Peak Count, Peak Time Step, Peak Error, and Time Error. 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 | Macro-level panic propagation prediction | | Dataset (including any stated split) | Hurricane Sandy | | Metric | Peak Count | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 - [Peak Count](): Higher is better; unit: SCALAR. - [Peak Time Step](): Higher is better; unit: SCALAR. - [Peak Error](): Lower is better; unit: PERCENT. - [Time Error](): Lower is better; unit: SCALAR. ## Recorded results | Method | Peak Count | Result date | Report paper | | --- | --- | --- | --- | | LAIDSim | 6985 | Not recorded | 6a30d870d33dfb23e783cb17 | | Simple Prompt | 3187 | Not recorded | 6a30d870d33dfb23e783cb17 | | SOAR | 939 | Not recorded | 6a30d870d33dfb23e783cb17 | | ECR-Chain | 790 | Not recorded | 6a30d870d33dfb23e783cb17 | | PCP | 712 | Not recorded | 6a30d870d33dfb23e783cb17 | | CPM-RL | 524 | Not recorded | 6a30d870d33dfb23e783cb17 | | Crowd | 308 | Not recorded | 6a30d870d33dfb23e783cb17 | | ABM-HybridSpaces | 271 | Not recorded | 6a30d870d33dfb23e783cb17 | | BASS | 231 | Not recorded | 6a30d870d33dfb23e783cb17 | | SLIRS | 186 | Not recorded | 6a30d870d33dfb23e783cb17 | | E-USIM | 180 | Not recorded | 6a30d870d33dfb23e783cb17 | | Voter | 90 | Not recorded | 6a30d870d33dfb23e783cb17 | | GODEN | 19 | Not recorded | 6a30d870d33dfb23e783cb17 | ### LAIDSim Peak Count: 6985. Result ID: 6a30fb74fbc373592c2cd7dd. [Reporting paper]() Recorded evaluation configuration: {"Category":"Reasoning-Enhanced"}. This record does not assert independent reproduction. ### Simple Prompt Peak Count: 3187. Result ID: 6a30fb74fbc373592c2cd7de. [Reporting paper]() Recorded evaluation configuration: {"Category":"Reasoning-Enhanced"}. This record does not assert independent reproduction. ### SOAR Peak Count: 939. Result ID: 6a30fb74fbc373592c2cd7d9. [Reporting paper]() Recorded evaluation configuration: {"Category":"Agent-Based Simulation"}. This record does not assert independent reproduction. ### ECR-Chain Peak Count: 790. Result ID: 6a30fb74fbc373592c2cd7dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Reasoning-Enhanced"}. This record does not assert independent reproduction. ### PCP Peak Count: 712. Result ID: 6a30fb74fbc373592c2cd7e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Reasoning-Enhanced"}. This record does not assert independent reproduction. ### CPM-RL Peak Count: 524. Result ID: 6a30fb74fbc373592c2cd7df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Reasoning-Enhanced"}. This record does not assert independent reproduction. ### Crowd Peak Count: 308. Result ID: 6a30fb74fbc373592c2cd7d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Agent-Based Simulation"}. This record does not assert independent reproduction. ### ABM-HybridSpaces Peak Count: 271. Result ID: 6a30fb74fbc373592c2cd7d7. [Reporting paper]() Recorded evaluation configuration: {"Category":"Agent-Based Simulation"}. This record does not assert independent reproduction. ### BASS Peak Count: 231. Result ID: 6a30fb74fbc373592c2cd7d5. [Reporting paper]() Recorded evaluation configuration: {"Category":"Traditional Dynamical"}. This record does not assert independent reproduction. ### SLIRS Peak Count: 186. Result ID: 6a30fb74fbc373592c2cd7d4. [Reporting paper]() Recorded evaluation configuration: {"Category":"Traditional Dynamical"}. This record does not assert independent reproduction. ### E-USIM Peak Count: 180. Result ID: 6a30fb74fbc373592c2cd7da. [Reporting paper]() Recorded evaluation configuration: {"Category":"End-to-End Prediction"}. This record does not assert independent reproduction. ### Voter Peak Count: 90. Result ID: 6a30fb74fbc373592c2cd7d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Category":"Traditional Dynamical"}. This record does not assert independent reproduction. ### GODEN Peak Count: 19. Result ID: 6a30fb74fbc373592c2cd7db. [Reporting paper]() Recorded evaluation configuration: {"Category":"End-to-End Prediction"}. 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