Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration | Paper Citation Record

Observation 09e6c1b1-11a8-4032-a89f-20dab1e1cb8e · outbound

This paper cites Shortest path planning and dynamic rescue forces dispatching for urban flood disasters.Scientific Reports, 15:23643, 2025.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Shortest path planning and dynamic rescue forces dispatching for urban flood disasters.Scientific Reports, 15:23643, 2025

Reference 1

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Observation 91adb551-ba6f-4da6-a74e-b1dfae03b538 · outbound

This paper cites Adaptive Reinforcement Learning Model for Simulation of Urban Mobility during Crises.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Adaptive Reinforcement Learning Model for Simulation of Urban Mobility during Crises

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-08-05T18:28:21.765193Z

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Observation 4b39ee61-c2fa-47d8-a698-ad4b1e4120ea · outbound

This paper cites A reinforcement learning-based routing algorithm for large-scale evacuations in urban disaster scenarios.Tunnelling and Underground Space Technology, 2024.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration A reinforcement learning-based routing algorithm for large-scale evacuations in urban disaster scenarios.Tunnelling and Underground Space Technology, 2024

Reference 3

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This paper cites Reinforcement learning for optimizing evacuation routes in urban disaster scenarios,.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Reinforcement learning for optimizing evacuation routes in urban disaster scenarios,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:28:28.192086Z

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Observation eeb0928b-e9a5-407d-985f-1517828371d5 · outbound

This paper cites Real-time Spatial Retrieval Augmented Generation for Urban Environments.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Real-time Spatial Retrieval Augmented Generation for Urban Environments

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-08-05T18:28:21.595589Z

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Observation b338e69b-8de7-45f8-a9c5-58168d14c900 · outbound

This paper cites StreetviewLLM: Extracting Geographic Information Using a Chain-of-Thought Multimodal Large Language Model.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration StreetviewLLM: Extracting Geographic Information Using a Chain-of-Thought Multimodal Large Language Model

Reference 6

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This paper cites Deep reinforcement learning for adaptive traffic signal control.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Deep reinforcement learning for adaptive traffic signal control

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:28:27.728478Z

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Observation fc18911f-03b2-4d2d-bc1d-c3e59235a8b5 · outbound

This paper cites Li et al.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Li et al

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:28:27.419465Z

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Observation 8ea22cb3-680a-4e19-855a-35c5d1b2d128 · outbound

This paper cites Adaptive traffic signal control based on multi-agent reinforcement learning: Case study.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Adaptive traffic signal control based on multi-agent reinforcement learning: Case study

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:28:27.185503Z

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This paper cites Miletic, E.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Miletic, E

Reference 10

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Observation 451f4d39-8c80-4d73-bf64-39af1c8563ce · outbound

This paper cites Michailidis, I.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Michailidis, I

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:28:26.748097Z

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This paper cites El-Tantawy, B.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration El-Tantawy, B

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:28:26.482226Z

Source-reported events for the cited work

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Observation 095af4a9-5097-4168-86e3-263df41b9fbd · outbound

This paper cites an unresolved cited work.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Unresolved cited work

Reference 13

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Observation 36c35b13-e78d-4434-a561-3fe55b359337 · outbound

This paper cites Adaptive Traffic Signal Control: Deep Reinforcement Learning Algorithm with Experience Replay and Target Network.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Adaptive Traffic Signal Control: Deep Reinforcement Learning Algorithm with Experience Replay and Target Network

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-05T18:28:21.427335Z

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Observation ac4868f4-02a3-4ddb-82f2-27dca89cc0ef · outbound

This paper cites Llm agents for smart city management: Enhancing decision support through multi-agent ai systems.Smart Cities, 8(1):19, 2025.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Llm agents for smart city management: Enhancing decision support through multi-agent ai systems.Smart Cities, 8(1):19, 2025

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:28:26.038887Z

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Observation ab28a529-62fa-4322-ad16-f73b616cdd92 · outbound

This paper cites WildfireGPT: Tailored Large Language Model for Wildfire Analysis.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration WildfireGPT: Tailored Large Language Model for Wildfire Analysis

Reference 16

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Observation abfb4297-74b1-43a0-81b0-24091b317d9f · outbound

This paper cites Large Language Model Powered Intelligent Urban Agents: Concepts, Capabilities, and Applications.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Large Language Model Powered Intelligent Urban Agents: Concepts, Capabilities, and Applications

Reference 17

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Observation b8715f99-77ef-4ca4-9ca8-df6b4f645ceb · outbound

This paper cites Zhao et al.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Zhao et al

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:28:25.835659Z

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Observation 26b76c5a-16af-4f76-b520-991ed9cfcfff · outbound

This paper cites Xu et al.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Xu et al

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:28:25.644364Z

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Observation 81c6261a-fa43-445c-b890-308e3ca67c7f · outbound

This paper cites Compu- tational experiments: Past, present and perspective.Acta Automatica Sinica, 49(2):246–271, 2023.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Compu- tational experiments: Past, present and perspective.Acta Automatica Sinica, 49(2):246–271, 2023

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:28:25.468139Z

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This paper cites Computational experiments: A new method for analyzing cyber-physical-social systems (CPSS).IEEE Transactions on Systems, Man and Cybernetics: Systems, 54(2):813–826, 2024.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Computational experiments: A new method for analyzing cyber-physical-social systems (CPSS).IEEE Transactions on Systems, Man and Cybernetics: Systems, 54(2):813–826, 2024

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:28:25.211517Z

Source-reported events for the cited work

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This paper cites Computational experiments for complex social systems part I: The customization of computational model.IEEE Transactions on Computational Social Systems, 9(5):1330–1344, 2022.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Computational experiments for complex social systems part I: The customization of computational model.IEEE Transactions on Computational Social Systems, 9(5):1330–1344, 2022

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:28:24.893113Z

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Observation a0617b14-3dfd-4c12-bbbb-8bdcb9f0abf3 · outbound

This paper cites Computational experiments for complex social system part II: the evaluation of computational model.IEEE Transactions on Computational Social Systems, 9(4):1224–1236, 2022.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Computational experiments for complex social system part II: the evaluation of computational model.IEEE Transactions on Computational Social Systems, 9(4):1224–1236, 2022

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:28:24.591648Z

Source-reported events for the cited work

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Observation 4f9d4988-e973-40fa-8c10-25be6059402f · outbound

This paper cites Computational experiments for complex social systems, part III: the docking of domain models.IEEE Transactions on Computational Social Systems, 11(2):1766–1780, 2024.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Computational experiments for complex social systems, part III: the docking of domain models.IEEE Transactions on Computational Social Systems, 11(2):1766–1780, 2024

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:28:24.333238Z

Source-reported events for the cited work

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Observation 3dbb58ad-55ac-41c9-8dbf-9b325379ace6 · outbound

This paper cites Computational experiments for complex social systems: Integrated design of experiment system.IEEE/CAA Journal of Automatica Sinica, 11(5):1175–1189, 2024.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Computational experiments for complex social systems: Integrated design of experiment system.IEEE/CAA Journal of Automatica Sinica, 11(5):1175–1189, 2024

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:28:24.118438Z

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Observation 6a3e177d-c659-45da-abd0-7d1862f47b28 · outbound

This paper cites Computational experiments for complex social systems: Experiment design and generative explanation.IEEE/CAA Journal of Automatica Sinica, 11(4):1022–1038, 2024.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Computational experiments for complex social systems: Experiment design and generative explanation.IEEE/CAA Journal of Automatica Sinica, 11(4):1022–1038, 2024

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:28:23.870826Z

Source-reported events for the cited work

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Observation 776084ae-3ec9-4499-933f-54addfadf499 · outbound

This paper cites Social learning evolution (SLE): Computational experiment-based modeling framework of social manufacturing.IEEE Transactions on Industrial Informatics, 15(6):3343–3355, 2019.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Social learning evolution (SLE): Computational experiment-based modeling framework of social manufacturing.IEEE Transactions on Industrial Informatics, 15(6):3343–3355, 2019

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:28:23.657340Z

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Observation e00bae63-2e45-4673-989d-3f788a7e0c5c · outbound

This paper cites SLE2: The improved social learning evolution model of cloud manufacturing service ecosystem.IEEE Transactions on Industrial Informatics, 18(12):9017–9026, 2022.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration SLE2: The improved social learning evolution model of cloud manufacturing service ecosystem.IEEE Transactions on Industrial Informatics, 18(12):9017–9026, 2022

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:28:23.320837Z

Source-reported events for the cited work

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Observation 0a340fc4-5311-4d71-909f-10b966e141fb · outbound

This paper cites Urban flooding digital twin system framework.Systems Science & Control Engineering (Open Access), 13(1):2460432, 2025.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Urban flooding digital twin system framework.Systems Science & Control Engineering (Open Access), 13(1):2460432, 2025

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Observation 2f8c0c63-1cda-4ea8-9163-f14085c81ee1 · outbound

This paper cites Retrieval-augmented generation across heterogeneous knowledge.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Retrieval-augmented generation across heterogeneous knowledge

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:28:23.081669Z

Source-reported events for the cited work

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Observation a257cb08-d1fb-41cf-96c0-6a18c46e16cb · outbound

This paper cites KG-Retriever: Efficient Knowledge Indexing for Retrieval-Augmented Large Language Models.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration KG-Retriever: Efficient Knowledge Indexing for Retrieval-Augmented Large Language Models

Reference 31

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This paper cites Kg-infused rag: Augmenting corpus-based rag with external knowledge graphs.arXiv preprint arXiv:2506.09542, 2025.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Kg-infused rag: Augmenting corpus-based rag with external knowledge graphs.arXiv preprint arXiv:2506.09542, 2025

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This paper cites Semantic uncertainty in advanced decoding methods for LLM generation.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Semantic uncertainty in advanced decoding methods for LLM generation

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This paper cites Min-p sampling for creative and coherent llm outputs.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Min-p sampling for creative and coherent llm outputs

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:28:22.924437Z

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Observation eb821322-f5e1-44da-9b3c-08a397837ef0 · outbound

This paper cites Improving diversity in language models: When temperature fails, change the loss.ICML 2025 Poster / Proceedings, 2025.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Improving diversity in language models: When temperature fails, change the loss.ICML 2025 Poster / Proceedings, 2025

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Observation d5eb23b9-6510-4a6e-a828-ba0c556092bb · outbound

This paper cites Hypertree planning: Enhancing llm reasoning via hierarchical thinking.ICML 2025, 2025.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Hypertree planning: Enhancing llm reasoning via hierarchical thinking.ICML 2025, 2025

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:28:22.557922Z

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Observation 692e1050-1a50-414c-bc24-8d8a768d6165 · outbound

This paper cites an unresolved cited work.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-05T18:28:22.455451Z

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Observation 7859831d-ce30-4c18-b967-24ec7c86732b · outbound

This paper cites an unresolved cited work.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Unresolved cited work

Reference 38

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Observation f5ab9a19-0fcf-4f04-b2f2-874d096a9f7e · outbound

This paper cites Fehér et al.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Fehér et al

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:28:22.038555Z

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Observation d74891d6-d2c8-4ebd-8551-69f141bc5802 · outbound

This paper cites Predicting question- answering performance of large language models through semantic consistency.Findings of ACL Workshops 2023: GEM, 2023.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Predicting question- answering performance of large language models through semantic consistency.Findings of ACL Workshops 2023: GEM, 2023

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Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T18:28:21.898714Z

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Observation 0c1212cd-2a33-4b6f-ad63-94bc311c660b · outbound

This paper cites SCORE: Systematic COnsistency and Robustness Evaluation for Large Language Models.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration SCORE: Systematic COnsistency and Robustness Evaluation for Large Language Models

Reference 41

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This paper cites Exploring Semantic Consistency and Style Diversity for Domain Generalized Semantic Segmentation.

Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Exploring Semantic Consistency and Style Diversity for Domain Generalized Semantic Segmentation

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Resolution: verified exact; local_arxiv, observed 2026-08-05T18:28:20.969293Z

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Observation 285a0650-bd45-4bc2-8bb6-9feab9994d71 · outbound

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Entropy-Constrained Strategy Optimization in Urban Floods: A Multi-Agent Framework with LLM and Knowledge Graph Integration Unresolved cited work

Reference 2025

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