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Paper Citation Record · LEDGER

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation

As of 21 August 2026, this Paper Citation Record lists 54 of 54 outbound references and 0 inbound Pith citation observations for arXiv:2606.12657.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2606.12657 v1

Coverage vector

measured 54 of 54 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-27T09:49:02.885793Z

measured 54 of 54 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

54 of 54 outbound references displayed

  • verified exact6
  • verified fuzzy0
  • unresolved47
  • parse uncertain0
  • malformed identifier0
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External citation measurements

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Outbound references

Observation f6fd9307-d45d-4d29-98d1-f711a6600af4 · outbound

This paper cites Human mobility data in the covid-19 pandemic: characteristics, applications, and challenges,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Human mobility data in the covid-19 pandemic: characteristics, applications, and challenges,

Reference 1

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Observation e930c14e-0c9c-4359-a22d-587b7e7a3f9e · outbound

This paper cites A tale of one city: Using cellular network data for urban planning,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation A tale of one city: Using cellular network data for urban planning,

Reference 2

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Observation f879a51a-bbc4-4274-a2ee-f90a480785aa · outbound

This paper cites Human-centered trajectory tracking control for autonomous vehicles with driver cut-in behavior prediction,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Human-centered trajectory tracking control for autonomous vehicles with driver cut-in behavior prediction,

Reference 3

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Observation ae256d50-ad32-42c3-ab34-7ad1e915a564 · outbound

This paper cites Mobility data science: Perspectives and challenges,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Mobility data science: Perspectives and challenges,

Reference 4

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Observation 9147537f-8089-4094-ba36-6bf795d9c24b · outbound

This paper cites Constructing a synthetic population of establishments for the simmobility microsimulation platform,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Constructing a synthetic population of establishments for the simmobility microsimulation platform,

Reference 5

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Observation 30d8b310-eb7a-47b0-8a5a-945ac806009e · outbound

This paper cites Learning to simulate human mobility,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Learning to simulate human mobility,

Reference 6

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Observation c485eb58-6cd9-433e-93e2-6db7bb49aa07 · outbound

This paper cites Generating realistic and representative trajectories with mobility behavior clustering,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Generating realistic and representative trajectories with mobility behavior clustering,

Reference 7

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Observation 0e66ffbd-1002-4f78-b052-28a0982dfe73 · outbound

This paper cites Cs- gan: Modality-aware trajectory generation via clustering-based sequence gan,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Cs- gan: Modality-aware trajectory generation via clustering-based sequence gan,

Reference 8

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Observation 9751ac6e-1105-491e-b49b-8931578aaf45 · outbound

This paper cites A non- parametric generative model for human trajectories.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation A non- parametric generative model for human trajectories

Reference 9

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Observation d0342fbf-a322-4249-82d7-47ec4a28dab2 · outbound

This paper cites Practical synthetic human trajectories generation based on variational point processes,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Practical synthetic human trajectories generation based on variational point processes,

Reference 10

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Observation ac77e594-a5d0-4733-a438-ad1da981cc7a · outbound

This paper cites A Survey of Large Language Models.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation A Survey of Large Language Models

Reference 11

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Observation e2e814a0-e76e-4565-9cf6-3336cb535fdf · outbound

This paper cites Geo-llama: Leveraging llms for human mobility trajectory generation with constraints,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Geo-llama: Leveraging llms for human mobility trajectory generation with constraints,

Reference 12

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Observation 1aef498c-f677-4692-8e17-0cd0be7b871e · outbound

This paper cites Urban mobility as- sessment using llms,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Urban mobility as- sessment using llms,

Reference 13

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Observation 371fbd43-0167-4dd3-bee9-6dd58e29c831 · outbound

This paper cites A Study on Individual Spatiotemporal Activity Generation Method Using MCP-Enhanced Chain-of-Thought Large Language Models.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation A Study on Individual Spatiotemporal Activity Generation Method Using MCP-Enhanced Chain-of-Thought Large Language Models

Reference 14

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Observation 4b57be5b-91ff-4d4f-a824-a65b73dfb4ef · outbound

This paper cites Large language models as urban residents: An llm agent framework for personal mobility generation,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Large language models as urban residents: An llm agent framework for personal mobility generation,

Reference 15

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Observation 8652efdd-c7c5-4158-8460-5a8764922dc3 · outbound

This paper cites Towards foun- dation model-based generation of human mobility trajectories,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Towards foun- dation model-based generation of human mobility trajectories,

Reference 16

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Observation 701f5aa1-ee1e-428e-9553-e03d375a594f · outbound

This paper cites Lora: Low-rank adaptation of large language models,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Lora: Low-rank adaptation of large language models,

Reference 17

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Observation 37219dbc-82f1-450b-8dc4-432d48e9af6e · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation ReAct: Synergizing Reasoning and Acting in Language Models

Reference 18

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Observation b32a61b3-480f-416a-b792-b8bbe0fdb22e · outbound

This paper cites Toolformer: Language models can teach themselves to use tools,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Toolformer: Language models can teach themselves to use tools,

Reference 19

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Observation cf1b4cb4-6b53-460b-b46f-a28e7bab792d · outbound

This paper cites xLAM: A family of large action models to empower ai agent systems,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation xLAM: A family of large action models to empower ai agent systems,

Reference 20

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Observation e750567f-75a7-4ccb-8277-b343867c2130 · outbound

This paper cites Agent ai with langgraph: A modular framework for enhancing machine translation using large language models,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Agent ai with langgraph: A modular framework for enhancing machine translation using large language models,

Reference 21

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Observation f33d2852-e6a8-432e-b25e-f2b683a541f3 · outbound

This paper cites Icad: A self- supervised autoregressive approach for multi-context anomaly detection in human mobility data,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Icad: A self- supervised autoregressive approach for multi-context anomaly detection in human mobility data,

Reference 22

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Observation e33f5aed-ec02-4e63-bf42-a2a02eb16ea1 · outbound

This paper cites Bestad: Behavior-aware spatio-temporal anomaly detection for human mobility data,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Bestad: Behavior-aware spatio-temporal anomaly detection for human mobility data,

Reference 23

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Observation 26945fae-5b6b-4a8b-8633-83bedb820852 · outbound

This paper cites Hermoupolis: a trajectory generator for simulating generalized mobility patterns,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Hermoupolis: a trajectory generator for simulating generalized mobility patterns,

Reference 24

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Observation 5f5bb867-20de-4ef1-b304-7870026bfcf3 · outbound

This paper cites The timegeo modeling framework for urban mobility without travel surveys,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation The timegeo modeling framework for urban mobility without travel surveys,

Reference 25

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Observation 80e91324-c572-4689-8469-5b6a5cf56986 · outbound

This paper cites Predicting the next location: A recurrent model with spatial and temporal contexts,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Predicting the next location: A recurrent model with spatial and temporal contexts,

Reference 26

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Observation 94c90f7f-8974-49c2-94d2-fe15d379f977 · outbound

This paper cites Deep- move: Predicting human mobility with attentional recurrent networks,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Deep- move: Predicting human mobility with attentional recurrent networks,

Reference 27

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Observation 4650c27c-d305-4463-b295-4d5cb2dd5db2 · outbound

This paper cites Generative adversarial networks,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Generative adversarial networks,

Reference 28

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Observation db4afafe-a7b6-4f36-96da-02d00da83618 · outbound

This paper cites Seqgan: Sequence generative adversarial nets with policy gradient,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Seqgan: Sequence generative adversarial nets with policy gradient,

Reference 29

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Observation afb29acb-3620-4673-8699-2ebce36a3839 · outbound

This paper cites Neural point process for learning spatiotemporal event dynamics,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Neural point process for learning spatiotemporal event dynamics,

Reference 30

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Observation f0ada050-b4c2-4edb-8d1b-e017a02de5f0 · outbound

This paper cites Large Language Models as Urban Residents: An LLM Agent Framework for Personal Mobility Generation.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Large Language Models as Urban Residents: An LLM Agent Framework for Personal Mobility Generation

Reference 31

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Observation 2ac50a16-dfc3-475f-8283-1de55169bcfe · outbound

This paper cites Chain-of-Thought Prompting Elicits Reasoning in Large Language Models.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Reference 32

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Observation 20bf3deb-d6cd-4e25-b285-d028a48c41f0 · outbound

This paper cites Gpt-4-oss: Open-source 120b parameter llm,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Gpt-4-oss: Open-source 120b parameter llm,

Reference 33

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Observation 330c54b4-f27e-4721-b488-11d1099f00ee · outbound

This paper cites Geographically masking health data to preserve confidentiality,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Geographically masking health data to preserve confidentiality,

Reference 34

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Observation 6fee7ba7-19c4-4ea9-913e-22947e6a29c7 · outbound

This paper cites Ensuring confidentiality of geocoded health data: Assessing geographic masking strategies for individual-level data,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Ensuring confidentiality of geocoded health data: Assessing geographic masking strategies for individual-level data,

Reference 35

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Observation 66a8b0b6-c121-4a05-baee-79e8fc8fff90 · outbound

This paper cites Large scale gps trajectory generation using map based on two stage gan,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Large scale gps trajectory generation using map based on two stage gan,

Reference 36

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Observation cabfea19-22bc-497b-81c0-7b05441eda52 · outbound

This paper cites Generating mobility trajectories with retained data utility,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Generating mobility trajectories with retained data utility,

Reference 37

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Observation 24e98d91-0e13-453f-9452-99883eae5d50 · outbound

This paper cites Difftraj: Generating gps trajectory with diffusion probabilistic model,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Difftraj: Generating gps trajectory with diffusion probabilistic model,

Reference 38

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Observation e1a09c7f-3d90-402a-8199-5c6b921bc070 · outbound

This paper cites Where you like to go next: Successive point-of-interest recommendation,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Where you like to go next: Successive point-of-interest recommendation,

Reference 39

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source=pdf_text observed=2026-06-27T09:49:02.885793Z digest=sha256:dde53ffcc48bb99c3256eb2fc9464d39703b66e97ba9db97b3fcdb98408326f6

Observation 630ca93d-4bf5-4067-97d4-3dbc91ca2244 · outbound

This paper cites Hst-lstm: A hierarchical spatial-temporal long- short term memory network for location prediction.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Hst-lstm: A hierarchical spatial-temporal long- short term memory network for location prediction

Reference 40

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source=pdf_text observed=2026-06-27T09:49:02.885793Z digest=sha256:abf4608b8d7002cade29fd94e9d0434150910157b71c3b55f0d6cbaed53b362a

Observation b71d0cc7-e906-4eb2-91b1-723c6779a28b · outbound

This paper cites Where to go next: Modeling long-and short-term user preferences for point-of- interest recommendation,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Where to go next: Modeling long-and short-term user preferences for point-of- interest recommendation,

Reference 41

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source=pdf_text observed=2026-06-27T09:49:02.885793Z digest=sha256:4cdfec02147fbbda6e9403ff6751a806408301133cc68ef77794b7effe167abb

Observation ea7653ea-790b-4aad-b56b-daf187efb1bb · outbound

This paper cites Stan: Spatio-temporal attention network for next location recommendation,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Stan: Spatio-temporal attention network for next location recommendation,

Reference 42

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source=pdf_text observed=2026-06-27T09:49:02.885793Z digest=sha256:fbd5e69379ae601dacbcf0147bb149854af6af99ed052a630d6aeffbed179bb8

Observation 4cc55715-bdb4-4c06-83a3-1731537a145a · outbound

This paper cites Next point- of-interest recommendation with inferring multi-step future preferences.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Next point- of-interest recommendation with inferring multi-step future preferences

Reference 43

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Observation 49715cb4-720f-45f7-8fbf-f9f11946caad · outbound

This paper cites Stp-udgat: Spatial-temporal-preference user dimensional graph attention network for next poi recommendation,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Stp-udgat: Spatial-temporal-preference user dimensional graph attention network for next poi recommendation,

Reference 44

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Observation e244b245-6586-40a7-8dce-763726128879 · outbound

This paper cites Getnext: trajectory flow map enhanced transformer for next poi recommendation,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Getnext: trajectory flow map enhanced transformer for next poi recommendation,

Reference 45

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Observation f5c4c255-715d-40f9-b64f-480679b49231 · outbound

This paper cites Large language models for next point-of-interest recommendation,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Large language models for next point-of-interest recommendation,

Reference 46

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source=pdf_text observed=2026-06-27T09:49:02.885793Z digest=sha256:435f34261149da7dcf69748c20d25e15232e6b8cc75e30c1896206e2816ddaaf

Observation cf3925f2-b5e1-4725-a43a-094166c71e94 · outbound

This paper cites Qwen3 Technical Report.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Qwen3 Technical Report

Reference 47

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source=pdf_text observed=2026-06-27T09:49:02.885793Z digest=sha256:796c852c338499d869f9d805e674f139b90e94c134cde276a0ba6752307174bb

Observation 96f9098c-79a4-4717-aa48-6a42ceff7b84 · outbound

This paper cites Efficient memory management for large language model serving with pagedattention,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Efficient memory management for large language model serving with pagedattention,

Reference 48

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Observation 38ff6728-3a7f-4e05-b079-264c275a8718 · outbound

This paper cites Numosim: A synthetic mobility dataset with anomaly detection benchmarks,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Numosim: A synthetic mobility dataset with anomaly detection benchmarks,

Reference 49

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Observation d24e053e-1643-4e94-8013-13e0a286cc25 · outbound

This paper cites A scalable multi-modal framework for high-fidelity distributed human mobility simulations,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation A scalable multi-modal framework for high-fidelity distributed human mobility simulations,

Reference 50

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Observation 1ac82dc1-707d-446d-bd9d-8104616dd118 · outbound

This paper cites Controllable visit trajectory generation with spatiotemporal constraints,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Controllable visit trajectory generation with spatiotemporal constraints,

Reference 51

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source=pdf_text observed=2026-06-27T09:49:02.885793Z digest=sha256:dc386d1b40b7a8f0b0e911479d59e4397b14eb881650350c0f9d42ccd331abc6

Observation 1046b59e-f3fd-4bad-acad-1ec064c6c092 · outbound

This paper cites Gradient-based learning applied to document recognition,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Gradient-based learning applied to document recognition,

Reference 52

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Observation b09b0f23-4fef-42aa-ad8b-2a358af96223 · outbound

This paper cites Long short-term memory,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Long short-term memory,

Reference 53

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source=pdf_text observed=2026-06-27T09:49:02.885793Z digest=sha256:04a52bb62a9fd3ff3aa9059f1153f77db66a3358b9ff659b6d0754a2b529c08a

Observation d8b96acd-91a3-40ba-a3c2-a38daf348666 · outbound

This paper cites Attention is all you need,.

TrajGenAgent: A Hierarchical LLM Agent for Human Mobility Trajectory Generation Attention is all you need,

Reference 54

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