Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T20:03:11.535518Z
Paper Citation Record · LEDGER
As of 17 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 2 inbound Pith citation observations for arXiv:2506.13599.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T20:03:11.535518Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-02T22:50:35.880376Z
A source-named dated measurement, never combined with another source.
Source: cited_works
45 of 45 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation b89bcd2b-88b5-4389-8378-246b7010a435 · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation LAMP: A Language Model on the Map
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2ac4c081-6ea5-4929-8ca2-f2f1535f865a · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation Large Language Models are Zero-Shot Next Location Predictors
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 932fd368-b897-4535-80b3-707cd11e89fb · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation Are large language models geospatially knowledgeable? In Proceedings of the 31st ACM International Conference on Advances in Geographic Information Systems , pages 1–4, 2023
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation cc46f7af-b440-41c7-9d00-79a6d67f99dc · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation The scaling laws of human travel
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f3238982-968b-49ac-aa06-0c6ee4e3c8f2 · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation Language models are few-shot learners
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4eadfb8b-18a1-438f-a52b-e25cace2a88c · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation Elements of urban form
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 6d37a5b4-9302-4249-9f9e-9eff03f8c8ef · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation Understanding world or predicting future? a comprehensive survey of world models
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7d478163-2b53-4a6a-b509-c588a07b2dfa · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation Trajagent: An agent framework for unified trajectory modelling
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 50820a57-fe5a-4b1c-8bfb-d1e5d8309841 · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation Learning to simulate human mobility
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation b519c21c-7eab-4093-bae7-229ff43c5c19 · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation CityGPT: Empowering Urban Spatial Cognition of Large Language Models
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1e6a5106-b869-4687-9ee1-5ba3d1af99cb · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation Agentmove: A large language model based agentic framework for zero-shot next location prediction
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 4d42e527-c919-47b9-825c-2e928336772f · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation S$^3$: Social-network Simulation System with Large Language Model-Empowered Agents
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 39a23c91-c60e-4bc6-b46a-12e28e2db7dc · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation Large language models empowered agent-based modeling and simulation: A survey and perspectives
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 1604d997-90b3-4cf5-8e15-625a9180c694 · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation Mobility-llm: Learning visiting intentions and travel preference from human mobility data with large language models
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation c6ec1cd1-4dcc-4351-bd62-ab7559d4f9b0 · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation Language Models Represent Space and Time
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 19c20c7c-a7df-4ab4-b43c-061afd713444 · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation The timegeo modeling framework for urban mobility without travel surveys
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a78b4455-540a-4add-adaf-5c25997f5912 · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation Towards Full Delegation: Designing Ideal Agentic Behaviors for Travel Planning
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 76e1361f-266a-4357-8c8b-ecfc4b178857 · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation Be More Real: Travel Diary Generation Using LLM Agents and Individual Profiles
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 87c7ed05-72c0-425f-955e-cca309e3623d · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation The scaling of human mobility by taxis is exponential
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 1912c323-0b8d-434c-93f7-362300d95162 · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation Act2loc: a synthetic trajec- tory generation method by combining machine learning and mechanistic models
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a1c542b4-4f90-4c3a-921b-fe0a566c4487 · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation Practical synthetic human trajectories generation based on variational point processes
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 0fc75e8b-f166-44ef-ac80-ce6bcbf2303f · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation On the Opportunities and Challenges of Foundation Models for Geospatial Artificial Intelligence
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation db7a7128-52fe-45ed-aa2c-77ac152dc666 · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation GeoLLM: Extracting Geospatial Knowledge from Large Language Models
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 14774eab-370e-423e-a728-cc248c923cfd · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation Large Language Models are Geographically Biased
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c1872f4a-18bd-454d-8489-519f6f5a27db · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation Introducing chatgpt
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 2dac9870-4dc3-4222-9a79-8b316c02ffe1 · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation Data-driven generation of spatio-temporal routines in human mobility
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 1e4e9138-e887-4d98-997c-06ce767f7b0b · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation Future directions in human mobility science
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 946445ec-8489-4083-bd5a-05e0dbad5c7b · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation AgentSociety: Large-Scale Simulation of LLM-Driven Generative Agents Advances Understanding of Human Behaviors and Society
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 726f224f-bf03-4f2a-b1e1-a8824bac73a8 · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation GPT4GEO: How a Language Model Sees the World's Geography
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 113a4eb1-c84a-427d-a32c-004d8347b2f8 · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation Structure of urban movements: polycentric activity and entangled hierarchical flows
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation b66dd621-6d64-4aee-9439-367587d58eb9 · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation Beyond imitation: Generating human mobility from context-aware reasoning with large language models
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation bcc4598d-723a-44af-ba89-6c640f7763a4 · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation Llama 2: Open Foundation and Fine-Tuned Chat Models
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1db2c903-d331-4866-af7c-cf681208df4c · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation An extended exploration and preferential return model for human mobility simulation at individual and collective levels
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation fe0bda17-3ade-462f-98a1-794054e0f253 · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation Large language models as urban residents: An llm agent framework for personal mobility generation
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 2c11c147-9671-4c41-9426-33e9c3a4ff3a · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation A survey on large language model based autonomous agents
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 82e734ce-1040-4d19-b231-3c0eed1e40b7 · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation Where Would I Go Next? Large Language Models as Human Mobility Predictors
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a502f200-f180-42e4-aa35-1ccef46bb290 · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation Simulating Human-like Daily Activities with Desire-driven Autonomy
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b1708383-e52b-4a17-aef9-8d333026473f · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation Emergent Abilities of Large Language Models
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e830ac0a-41d4-4573-8e0d-3d3712d98ea1 · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 832378f0-4376-4ae0-b766-2278d22143e4 · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation OpenCity: A Scalable Platform to Simulate Urban Activities with Massive LLM Agents
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 00c142d9-1fc9-4d4e-a61f-ba17730996c0 · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation React: Synergizing reasoning and acting in language models
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b322d5c2-d2da-4dfa-be60-9bc8f06b8c0b · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation Neeko: Leveraging Dynamic LoRA for Efficient Multi-Character Role-Playing Agent
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 88e83da1-685e-47f9-861d-519028838a7b · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation Activity trajectory generation via modeling spatiotemporal dynamics
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 027ed0cd-0bd2-436a-a3bb-ff3be12a2403 · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation Spatio-temporal diffusion point processes
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d3eb550d-73b2-4942-8e27-c19c1382c79a · outbound
CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation Spatial planning of urban communities via deep reinforcement learning
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation c08d48d1-1519-4de1-8ecd-2c60b42f346e · inbound
Bridging Individual and Collective Realism in LLM-Based Human Mobility Simulation via Mobility Scaling-Law Guidance CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e20ab2e0-b77b-4852-b3cd-3249baac1676 · inbound
Mobility-Aware Cache Framework for Scalable LLM-Based Human Mobility Simulation CAMS: A CityGPT-Powered Agentic Framework for Urban Human Mobility Simulation
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.