EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation | Paper Citation Record

Observation 2b7306e1-dba7-42a1-8c9c-efad35cd1501 · outbound

This paper cites Human mobility data and analysis for urban resilience: A systematic review,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Human mobility data and analysis for urban resilience: A systematic review,

Reference 1

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Observation ff366cac-74f6-417d-9014-b5850e21b1fd · outbound

This paper cites Transportation resilience to climate 13 change and extreme weather events–beyond risk and ro- bustness,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Transportation resilience to climate 13 change and extreme weather events–beyond risk and ro- bustness,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.541049Z

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Observation 3ffe48ed-38ce-4028-bcf6-9451f9c645e3 · outbound

This paper cites 2F-TP: Learning flexible spatiotemporal dependency for flexible traffic predic- tion,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation 2F-TP: Learning flexible spatiotemporal dependency for flexible traffic predic- tion,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.596320Z

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Observation 58843eeb-dd4b-4b4c-a940-6cefccc3ee37 · outbound

This paper cites The effect of human mobility and control measures on the covid-19 epidemic in china,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation The effect of human mobility and control measures on the covid-19 epidemic in china,

Reference 4

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Observation cf4c076a-5346-4165-9821-afceba4352d2 · outbound

This paper cites Citygpt: Empowering urban spatial cognition of large language models,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Citygpt: Empowering urban spatial cognition of large language models,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.606657Z

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Observation cfe343c5-caa5-40b2-bbdb-af955cb835a0 · outbound

This paper cites Urban planning in the era of large language models,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Urban planning in the era of large language models,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.611483Z

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Observation 5366d11a-72d1-4721-9440-056fd4ffbc8d · outbound

This paper cites An interdisciplinary survey on origin-destination flows modeling: Theory and tech- niques,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation An interdisciplinary survey on origin-destination flows modeling: Theory and tech- niques,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.616790Z

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Observation 5c335e65-b35e-42ac-aadd-b87c9aba1a42 · outbound

This paper cites Event-aware multimodal mobility nowcasting,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Event-aware multimodal mobility nowcasting,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.621353Z

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Observation 589e3325-5e4b-40b9-948f-73a44baf659a · outbound

This paper cites EventTSF: Event-Aware Non-Stationary Time Series Forecasting.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation EventTSF: Event-Aware Non-Stationary Time Series Forecasting

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.625455Z

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Observation f0f75dda-547f-4a2f-a87f-dffc5095286c · outbound

This paper cites Dynamic origin- destination flow imputation using feature-based transfer learning,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Dynamic origin- destination flow imputation using feature-based transfer learning,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.630303Z

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Observation 5a0d429f-2716-43d5-88fe-a3eb708a028d · outbound

This paper cites A large-scale dataset and benchmark for commuting origin-destination flow generation,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation A large-scale dataset and benchmark for commuting origin-destination flow generation,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.634417Z

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Observation bd99646f-ec5b-4a1c-a8c5-2dd97f856605 · outbound

This paper cites Generating sparse origin–destination flows on shared mobility networks using probabilistic graph neural networks,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Generating sparse origin–destination flows on shared mobility networks using probabilistic graph neural networks,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.638460Z

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Observation c00582e7-12ca-4772-8b4f-2411369b574e · outbound

This paper cites Cross city traffic flow generation via retrieval augmented diffu- sion model,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Cross city traffic flow generation via retrieval augmented diffu- sion model,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.642803Z

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Observation 1aba9643-2ee0-43fc-b63c-340e743ebb01 · outbound

This paper cites Semob: Semantic synthesis for dynamic urban mobility prediction,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Semob: Semantic synthesis for dynamic urban mobility prediction,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.647443Z

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Observation e823e3b1-a9c0-4308-93ea-9d5153441a38 · outbound

This paper cites Measuring mobility resilience with network-based simulations of flow dy- namics under extreme events,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Measuring mobility resilience with network-based simulations of flow dy- namics under extreme events,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.651840Z

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Observation bbc13109-4274-41cf-90f5-a7cc099b1957 · outbound

This paper cites Synthetic population: A reliable framework for analysis for agent-based mod- eling in mobility,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Synthetic population: A reliable framework for analysis for agent-based mod- eling in mobility,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.656079Z

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Observation 104168a6-489c-4f92-a405-95a95d63ede7 · outbound

This paper cites Daily rhythm of urban space usage: insights from the nexus of urban functions and human mobility,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Daily rhythm of urban space usage: insights from the nexus of urban functions and human mobility,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.660113Z

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Observation 7bce1aa5-42c7-497c-b7b2-9a8dc46de3ad · outbound

This paper cites Observing the rhythms of daily life: A six-week travel diary,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Observing the rhythms of daily life: A six-week travel diary,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.664372Z

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Observation 8beacc61-a418-411f-b56a-05a9ea8b7148 · outbound

This paper cites Development of origin–destination matrices using mobile phone call data,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Development of origin–destination matrices using mobile phone call data,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.668287Z

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Observation 13a01815-abf2-4a6f-9706-5b3d2ec6a112 · outbound

This paper cites Estimating origin-destination flows using mobile phone location data,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Estimating origin-destination flows using mobile phone location data,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.672326Z

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Observation 52fd2201-a984-4181-a2a3-ad5111c232f3 · outbound

This paper cites Travel demand estimation and network assignment based on cellular network data,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Travel demand estimation and network assignment based on cellular network data,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.676942Z

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Observation b48249d0-5568-4b84-9e6f-57e760a0fe2e · outbound

This paper cites Cellular-based data- extracting method for trip distribution,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Cellular-based data- extracting method for trip distribution,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.680893Z

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Observation 5c50b20e-fa00-4366-b1b3-f8861b139108 · outbound

This paper cites The p 1 p 2/d hypothesis: on the intercity movement of persons,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation The p 1 p 2/d hypothesis: on the intercity movement of persons,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.685108Z

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Observation 18d12728-a821-4808-a3be-0fc786c38fa1 · outbound

This paper cites A universal model for mobility and migration patterns,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation A universal model for mobility and migration patterns,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.689513Z

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Observation 29a8befa-c3c7-48af-a4a5-5f8169044d11 · outbound

This paper cites Learning geo-contextual embeddings for com- muting flow prediction,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Learning geo-contextual embeddings for com- muting flow prediction,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.693843Z

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Observation 22df8cc9-d38c-47a1-af48-452eeea59f25 · outbound

This paper cites Trip distribution modeling with twitter data,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Trip distribution modeling with twitter data,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.698201Z

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Observation e2461998-473d-4f2a-a834-55a92e8c7415 · outbound

This paper cites A machine learning ap- proach to modeling human migration,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation A machine learning ap- proach to modeling human migration,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.702495Z

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Observation dd0207f4-4522-421e-b65f-3e3d519b671a · outbound

This paper cites A deep gravity model for mobility flows generation,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation A deep gravity model for mobility flows generation,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.706524Z

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Observation 0f74c75d-7dfe-4d7d-9884-a7714bae3992 · outbound

This paper cites Goddag: Generating origin-destination flow for new cities via domain adver- sarial training,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Goddag: Generating origin-destination flow for new cities via domain adver- sarial training,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.710920Z

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Observation 443e461d-a826-4eae-8161-9aa4da1a111c · outbound

This paper cites Spatio- temporal diffusion model for cellular traffic generation,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Spatio- temporal diffusion model for cellular traffic generation,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.716122Z

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Observation 9924b965-9177-4c22-8339-b6848d84c144 · outbound

This paper cites Spatio-temporal knowledge driven diffusion model for mobile traffic generation,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Spatio-temporal knowledge driven diffusion model for mobile traffic generation,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.720349Z

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Observation a336e04a-3625-4593-9948-2ae8c3ac7b97 · outbound

This paper cites Decad: A decomposition-enhanced diffusion framework for mobile traffic generation from satellite im- agery,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Decad: A decomposition-enhanced diffusion framework for mobile traffic generation from satellite im- agery,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.724655Z

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Observation 5f173dcb-925f-4598-93d7-0f0707c34735 · outbound

This paper cites Exploring large language models for human mobility prediction under public events,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Exploring large language models for human mobility prediction under public events,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.729247Z

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Observation 7ccca684-7f33-4549-a1fb-2bcd187b3c8a · outbound

This paper cites Event-aware analysis of cross-city visitor flows using large language models and social media data.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Event-aware analysis of cross-city visitor flows using large language models and social media data

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.733316Z

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Observation f0aa5cf0-b807-46a7-a8bd-9eb6780b26eb · outbound

This paper cites Causalmob: Causal human mobility prediction with llms-derived human intentions toward public events,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Causalmob: Causal human mobility prediction with llms-derived human intentions toward public events,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.737831Z

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Observation 43cbddb1-e376-4a24-932a-75056dd53b1c · outbound

This paper cites Predicting human mobility in disasters via llm-enhanced cross-city learning,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Predicting human mobility in disasters via llm-enhanced cross-city learning,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.741844Z

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Observation bb62c5ee-2517-4533-8c40-a8b65e4e30c0 · outbound

This paper cites Llecat: Llm enhanced causality-aware traffic accidents post-effects prediction,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Llecat: Llm enhanced causality-aware traffic accidents post-effects prediction,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.746460Z

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Observation 4f9f1ba5-b7d4-4b96-8a30-bcf1156bc01d · outbound

This paper cites Self-correcting llm-controlled diffusion models,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Self-correcting llm-controlled diffusion models,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.750929Z

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Observation 2610defd-058c-47a8-9869-6bd5f980a128 · outbound

This paper cites Mastering text-to-image diffusion: Recaptioning, plan- ning, and generating with multimodal llms.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Mastering text-to-image diffusion: Recaptioning, plan- ning, and generating with multimodal llms

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.755332Z

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Observation 73783047-8fd0-42aa-a7d8-262645f48239 · outbound

This paper cites Genartist: Multimodal llm as an agent for unified image generation and editing,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Genartist: Multimodal llm as an agent for unified image generation and editing,

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.759612Z

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Observation f96ffeb0-7722-450a-9d79-996723f517ca · outbound

This paper cites Promptenhancer: A simple approach to enhance text-to-image models via chain-of-thought prompt rewriting,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Promptenhancer: A simple approach to enhance text-to-image models via chain-of-thought prompt rewriting,

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.764184Z

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Observation 136e6b49-1b99-449a-b459-2878b5d978c5 · outbound

This paper cites LLMControl: Grounded Control of Text-to-Image Diffusion-based Synthesis with Multimodal LLMs.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation LLMControl: Grounded Control of Text-to-Image Diffusion-based Synthesis with Multimodal LLMs

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.768852Z

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Observation 1fb06972-df6a-42e2-ba65-76813b6d0c0a · outbound

This paper cites Multimodal LLM-Guided Semantic Correction in Text-to-Image Diffusion.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Multimodal LLM-Guided Semantic Correction in Text-to-Image Diffusion

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.773382Z

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Observation e4f19425-5f3b-4bda-94f3-5cf54547d0c4 · outbound

This paper cites Dynamic-I2V: Exploring Image-to-Video Generation Models via Multimodal LLM.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Dynamic-I2V: Exploring Image-to-Video Generation Models via Multimodal LLM

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.777787Z

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Observation ada09728-1656-4475-acfb-dbf869842329 · outbound

This paper cites Exploring mllm-diffusion information transfer with metacanvas,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Exploring mllm-diffusion information transfer with metacanvas,

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.782363Z

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Observation 56fd13a0-31cb-4070-9f63-953eec025173 · outbound

This paper cites LLplace: The 3D Indoor Scene Layout Generation and Editing via Large Language Model.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation LLplace: The 3D Indoor Scene Layout Generation and Editing via Large Language Model

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.786530Z

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Observation 8efc7903-23c1-4738-a540-802c3073b3bd · outbound

This paper cites Programmable-room: Interactive textured 3d room meshes generation empowered by large language models,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Programmable-room: Interactive textured 3d room meshes generation empowered by large language models,

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.791062Z

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Observation 35db378a-89a7-4778-b304-b17bd9b56f48 · outbound

This paper cites The faiss library,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation The faiss library,

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.796453Z

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Observation a147affb-8a45-4bd3-8dec-2f3abb0c58cc · outbound

This paper cites Adding con- ditional control to text-to-image diffusion models,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Adding con- ditional control to text-to-image diffusion models,

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.800776Z

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Observation ce5e5936-eab4-477b-868c-6deba8c0517c · outbound

This paper cites Denoising diffusion probabilistic models,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Denoising diffusion probabilistic models,

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.805088Z

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Observation aacd499a-a42c-430e-8db5-0ecdf60907c7 · outbound

This paper cites Physics-informed neural ode for post-disaster mobility recovery,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Physics-informed neural ode for post-disaster mobility recovery,

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.809316Z

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Observation 6e2025e5-9e70-45a3-8241-54640d322257 · outbound

This paper cites Global historical climatology network daily (ghcn- daily),.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Global historical climatology network daily (ghcn- daily),

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.813703Z

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Observation ab5ce5f9-3fbb-4f14-9672-a7c0f7f99464 · outbound

This paper cites Safegraph data: Point-of-interest and mobility data,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Safegraph data: Point-of-interest and mobility data,

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.817984Z

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Observation 2ed5451a-2c05-4a8b-8212-7d29dc00edbe · outbound

This paper cites A County-level Dataset for Informing the United States' Response to COVID-19.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation A County-level Dataset for Informing the United States' Response to COVID-19

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.822239Z

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Observation 70f4edd4-3578-47a3-b028-6c314855d2e3 · outbound

This paper cites Multiscale dynamic human mobility flow dataset in the us during the covid-19 epidemic,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Multiscale dynamic human mobility flow dataset in the us during the covid-19 epidemic,

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.826786Z

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Observation fafcf7c3-3c88-4a0e-a8b1-fc5683a4bc2b · outbound

This paper cites Origin–destination matrix es- timation and prediction from socioeconomic variables using automatic feature selection procedure-based ma- chine learning model,.

EventOD: Event-Aware OD Flow Generation via LLM-Guided Semantic Modulation Origin–destination matrix es- timation and prediction from socioeconomic variables using automatic feature selection procedure-based ma- chine learning model,

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-02T09:52:01.830864Z

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