Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T13:46:58.002005Z
Paper Citation Record · LEDGER
As of 11 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2507.20215.
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 2026-08-06T13:46:58.002005Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
46 of 46 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 5d47c38e-b10a-44ce-96ed-ec6687dbf805 · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Compu- tational social science: Obstacles and opportunities,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation f7020ce3-31d3-460f-b479-8002e3627134 · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Research roadmap of service ecosystems: A crowd intelligence perspective,
Reference 2
Source-reported events for the cited work
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Observation 2b9ba7e2-93ae-426e-875e-9b1f47b2ec83 · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Social physics,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 2d6759de-cc32-4994-a2bb-a4f97fba147a · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Saving human lives: What complexity science and information systems can contribute,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 84206b64-da05-4bbb-bdab-a695b0c56f23 · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Computational Experiments: Past, Present and Future
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 47df274a-ba8d-4f9e-8c89-bbf1f0eee404 · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Computational experiments: A new analysis method for cyber-physical- social systems,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c5f3c819-7bb6-4b07-843d-18d70ce49b9f · outbound
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation bae89896-0f15-4873-a2ca-6c4a1aed9c63 · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Towards digital retina in smart cities: A model generation, utilization and communication paradigm,
Reference 8
Source-reported events for the cited work
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Observation 32605380-40d8-4149-9a6c-830b877e5ddf · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Parallel testing of vehicle intelligence via virtual-real interaction,
Reference 9
Source-reported events for the cited work
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Observation 5e364a60-7ec6-4e4f-8ffe-3e3affb1724d · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Intelligence testing for autonomous vehicles: A new approach,
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8c236cd3-21c7-4c2c-a20c-961010548c86 · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Advancing military medical planning in large scale combat operations: insights from computer simulation and experi- mentation in nato’s vigorous warrior exercise 2024,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 9697998c-7da7-429c-b443-a290047af880 · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Pathways for socio-economic system transitions expressed as a markov chain,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 01e5a1ea-5d34-41a5-8c71-b4145dd21d14 · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Investigating the impact of structural holes on the value creation in mobile application service ecosystems: Evidence from computational experiments,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 85e71bc9-311a-48e8-bcbf-fc6ece69a3e0 · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment A foundation model for generalizable cancer diagnosis and survival prediction from histopathological images,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 20b1337c-5fcd-4167-9b9c-e91c2406c83f · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment A computational model to simulate spectral modulation and speech perception experiments of cochlear implant users,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 5e74dcad-37b3-4a89-9e56-fd015866ba18 · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Computational social science, the evolution of policy design and rule making in smart societies,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation e717c9a4-71b4-4d00-ab3c-3d42a48c26b0 · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Social learning evolution (sle): Computational experiment-based modeling framework of social manufacturing,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ffb46022-5b2b-472a-bea9-1234953e48df · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Sle2: The improved social learning evolution model of cloud manufacturing service ecosystem,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6ebf0b80-e053-4479-a929-c188dfbe4d82 · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment A hierarchical model for complex adaptive system: From adaptive agent to ai society,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 25b9dab4-13e5-4e19-8bf6-ccca3e4b6c62 · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Computational experiments for complex social systems: Integrated design of experiment system,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 76564b98-9b69-460e-b8c1-62b9208e3306 · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Computational experiments for complex social systems: Experiment design and generative explanation,
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3a438503-abc4-4308-aaa2-0b7749ac6dac · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Analysis and controlling of manufacturing service ecosystem: A research framework based on the parallel system theory,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 99d1cc4f-d36e-4479-9394-467914f51c4e · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Computational experiments for complex social systems—part ii: The evaluation of computational models,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 54413158-32c1-4fa6-bcaf-69d2486b8155 · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment A framework of multilayer social networks for communication behavior with agent- based modeling,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 5e82bc88-da3f-4803-bfe9-00866c0f91ea · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Swarm intelligence from natural to artificial systems: Ant colony optimization,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation ad47a6ef-2b48-4c43-b093-d4ad2ec55023 · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment A general cognitive architecture for agent-based modeling in artificial societies,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation afd80dcc-de56-478a-815b-2b3fb2dd84ef · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Agent-based modeling and simulation on planning analysis,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 7bc84c3d-7e72-40f7-835d-d07e639b500b · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Intelligent agents: Theory and practice,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation ce26cdc1-0001-4959-99d5-5070976e1a9a · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Bandura and R
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 3484cc2f-c225-450b-9ca6-e67b5cc41b08 · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Generative adversarial imitation learning,
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 19981fd3-77b3-4770-9585-8c3ed3bf6108 · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Markov games as a framework for multi-agent rein- forcement learning,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation e05ceac8-ac14-463b-8d96-ea6885d059b7 · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Ghost in the Minecraft: Generally Capable Agents for Open-World Environments via Large Language Models with Text-based Knowledge and Memory
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7c4aea42-5c3c-4593-9e41-a127d13983fc · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Minding Language Models' (Lack of) Theory of Mind: A Plug-and-Play Multi-Character Belief Tracker
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 35568586-9907-43c0-8e48-93e2b1b34531 · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Enhancing emergency decision-making with knowledge graphs and large language models,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 6641a085-6665-4109-a78d-600f51eafefd · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Camel: Communicative agents for
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation a0f2e5fb-3a93-4785-b553-3f31b8e1170b · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Autogen: Enabling next-gen llm applications via multi-agent conversations,
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 561cbedc-e1d7-420b-a6f9-e9696e8880e6 · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 735b83d4-ae90-4f0f-9285-b11fae4fc8dc · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Generative agents: Interactive simulacra of human behavior,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 30e7728a-5d10-452a-a057-8bc7ef04afa7 · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Neural Turing Machines
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 614427fa-5261-471f-8e77-f6369acf29ec · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment AgentSociety: Large-Scale Simulation of LLM-Driven Generative Agents Advances Understanding of Human Behaviors and Society
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1b05a6e1-8875-4e50-83a0-42dd6392c064 · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Minedojo: Building open- ended embodied agents with internet-scale knowledge,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 914a657f-a74b-4244-bf91-0e293c5f9461 · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment A comprehensive survey of continual learning: Theory, method and application,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation f4cdc385-eb8e-41ec-b76b-549ce92c2bf6 · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Alvinn: An autonomous land vehicle in a neural network,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation e7fdbf1f-e3bb-4f53-9d1f-d77e961f9394 · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment A reduction of imitation learning and structured prediction to no-regret online learning,
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 806ec3ee-21fa-4c48-8b8a-39df314247d3 · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Learning from delayed rewards,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 1b050f2f-6f32-4fac-97dc-b1843675db44 · outbound
MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment MAC-PO: Multi-Agent Experience Replay via Collective Priority Optimization
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.