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Paper Citation Record · LEDGER

MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment

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.

pith.paper-citation-record.v1
2507.20215 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T13:46:58.002005Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

46 of 46 outbound references displayed

  • verified exact1
  • verified fuzzy27
  • unresolved18
  • parse uncertain0
  • malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5d47c38e-b10a-44ce-96ed-ec6687dbf805 · outbound

This paper cites Compu- tational social science: Obstacles and opportunities,.

MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Compu- tational social science: Obstacles and opportunities,

Reference 1

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Source-reported events for the cited work

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Observation f7020ce3-31d3-460f-b479-8002e3627134 · outbound

This paper cites Research roadmap of service ecosystems: A crowd intelligence perspective,.

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

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Observation 2b9ba7e2-93ae-426e-875e-9b1f47b2ec83 · outbound

This paper cites Social physics,.

MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Social physics,

Reference 3

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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.

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Observation 2d6759de-cc32-4994-a2bb-a4f97fba147a · outbound

This paper cites Saving human lives: What complexity science and information systems can contribute,.

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

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verified fuzzy
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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.

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Observation 84206b64-da05-4bbb-bdab-a695b0c56f23 · outbound

This paper cites Computational Experiments: Past, Present and Future.

MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Computational Experiments: Past, Present and Future

Reference 5

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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.

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Observation 47df274a-ba8d-4f9e-8c89-bbf1f0eee404 · outbound

This paper cites Computational experiments: A new analysis method for cyber-physical- social systems,.

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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation c5f3c819-7bb6-4b07-843d-18d70ce49b9f · outbound

This paper cites Pearl and D.

MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Pearl and D

Reference 7

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verified fuzzy
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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.

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Observation bae89896-0f15-4873-a2ca-6c4a1aed9c63 · outbound

This paper cites Towards digital retina in smart cities: A model generation, utilization and communication paradigm,.

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

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raw_fallback, observed 2026-08-06T13:47:02.407065Z

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.

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Observation 32605380-40d8-4149-9a6c-830b877e5ddf · outbound

This paper cites Parallel testing of vehicle intelligence via virtual-real interaction,.

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

Resolution
verified fuzzy
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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.

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Observation 5e364a60-7ec6-4e4f-8ffe-3e3affb1724d · outbound

This paper cites Intelligence testing for autonomous vehicles: A new approach,.

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

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Observation 8c236cd3-21c7-4c2c-a20c-961010548c86 · outbound

This paper cites Advancing military medical planning in large scale combat operations: insights from computer simulation and experi- mentation in nato’s vigorous warrior exercise 2024,.

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

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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.

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Observation 9697998c-7da7-429c-b443-a290047af880 · outbound

This paper cites Pathways for socio-economic system transitions expressed as a markov chain,.

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

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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.

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Observation 01e5a1ea-5d34-41a5-8c71-b4145dd21d14 · outbound

This paper cites Investigating the impact of structural holes on the value creation in mobile application service ecosystems: Evidence from computational experiments,.

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

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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.

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Observation 85e71bc9-311a-48e8-bcbf-fc6ece69a3e0 · outbound

This paper cites A foundation model for generalizable cancer diagnosis and survival prediction from histopathological images,.

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

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raw_fallback, observed 2026-08-06T13:47:01.547701Z

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.

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Observation 20b1337c-5fcd-4167-9b9c-e91c2406c83f · outbound

This paper cites A computational model to simulate spectral modulation and speech perception experiments of cochlear implant users,.

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

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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.

source=pdf_text observed=2026-08-06T13:46:54.997820Z digest=sha256:883fce3c374dae017f9815e5c6204dbd099bcb341f2f711dad49d1a68a9edbcc

Observation 5e74dcad-37b3-4a89-9e56-fd015866ba18 · outbound

This paper cites Computational social science, the evolution of policy design and rule making in smart societies,.

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

Resolution
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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.

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Observation e717c9a4-71b4-4d00-ab3c-3d42a48c26b0 · outbound

This paper cites Social learning evolution (sle): Computational experiment-based modeling framework of social manufacturing,.

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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation ffb46022-5b2b-472a-bea9-1234953e48df · outbound

This paper cites Sle2: The improved social learning evolution model of cloud manufacturing service ecosystem,.

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

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Observation 6ebf0b80-e053-4479-a929-c188dfbe4d82 · outbound

This paper cites A hierarchical model for complex adaptive system: From adaptive agent to ai society,.

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

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Observation 25b9dab4-13e5-4e19-8bf6-ccca3e4b6c62 · outbound

This paper cites Computational experiments for complex social systems: Integrated design of experiment system,.

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

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Unavailable: canonical work link unavailable.

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Observation 76564b98-9b69-460e-b8c1-62b9208e3306 · outbound

This paper cites Computational experiments for complex social systems: Experiment design and generative explanation,.

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

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Observation 3a438503-abc4-4308-aaa2-0b7749ac6dac · outbound

This paper cites Analysis and controlling of manufacturing service ecosystem: A research framework based on the parallel system theory,.

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

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verified fuzzy
raw_fallback, observed 2026-08-06T13:47:01.011049Z

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.

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Observation 99d1cc4f-d36e-4479-9394-467914f51c4e · outbound

This paper cites Computational experiments for complex social systems—part ii: The evaluation of computational models,.

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

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Observation 54413158-32c1-4fa6-bcaf-69d2486b8155 · outbound

This paper cites A framework of multilayer social networks for communication behavior with agent- based modeling,.

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

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raw_fallback, observed 2026-08-06T13:47:00.830607Z

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.

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Observation 5e82bc88-da3f-4803-bfe9-00866c0f91ea · outbound

This paper cites Swarm intelligence from natural to artificial systems: Ant colony optimization,.

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

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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.

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Observation ad47a6ef-2b48-4c43-b093-d4ad2ec55023 · outbound

This paper cites A general cognitive architecture for agent-based modeling in artificial societies,.

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

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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.

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Observation afd80dcc-de56-478a-815b-2b3fb2dd84ef · outbound

This paper cites Agent-based modeling and simulation on planning analysis,.

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

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verified fuzzy
raw_fallback, observed 2026-08-06T13:47:00.296694Z

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.

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Observation 7bc84c3d-7e72-40f7-835d-d07e639b500b · outbound

This paper cites Intelligent agents: Theory and practice,.

MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Intelligent agents: Theory and practice,

Reference 28

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raw_fallback, observed 2026-08-06T13:47:00.101780Z

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.

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Observation ce26cdc1-0001-4959-99d5-5070976e1a9a · outbound

This paper cites Bandura and R.

MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Bandura and R

Reference 29

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raw_fallback, observed 2026-08-06T13:46:59.909493Z

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.

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Observation 3484cc2f-c225-450b-9ca6-e67b5cc41b08 · outbound

This paper cites Generative adversarial imitation learning,.

MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Generative adversarial imitation learning,

Reference 30

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:46:56.641360Z digest=sha256:03817b2ad5e70dc2a47271550701bebbfdc2436583e9df635e91a5b00ad2a2ba

Observation 19981fd3-77b3-4770-9585-8c3ed3bf6108 · outbound

This paper cites Markov games as a framework for multi-agent rein- forcement learning,.

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

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raw_fallback, observed 2026-08-06T13:46:59.728838Z

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.

source=pdf_text observed=2026-08-06T13:46:56.736389Z digest=sha256:73f6f3d19b4993eb885322ba6260a0525e59fa617fbadb7d98e49198c8164d1d

Observation e05ceac8-ac14-463b-8d96-ea6885d059b7 · outbound

This paper cites Ghost in the Minecraft: Generally Capable Agents for Open-World Environments via Large Language Models with Text-based Knowledge and Memory.

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

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:46:56.839768Z digest=sha256:4664c21a87710406fbec7d380aeaf69aba3c6dbc699fcb9fbc284a8f00da3cc5

Observation 7c4aea42-5c3c-4593-9e41-a127d13983fc · outbound

This paper cites Minding Language Models' (Lack of) Theory of Mind: A Plug-and-Play Multi-Character Belief Tracker.

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

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no resolver link, observed 2026-08-06T13:46:56.903798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:46:56.903798Z digest=sha256:8e08636f81484101594e4e229ef07905abc31d17c8338c6b640a6efcd1b93dc3

Observation 35568586-9907-43c0-8e48-93e2b1b34531 · outbound

This paper cites Enhancing emergency decision-making with knowledge graphs and large language models,.

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

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verified fuzzy
raw_fallback, observed 2026-08-06T13:46:59.533711Z

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.

source=pdf_text observed=2026-08-06T13:46:57.003523Z digest=sha256:fbf35719331ee250bf7d942bd621abdc78cf6d55c655389f5acbaf5d90eae309

Observation 6641a085-6665-4109-a78d-600f51eafefd · outbound

This paper cites Camel: Communicative agents for.

MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Camel: Communicative agents for

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:46:59.308600Z

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.

source=pdf_text observed=2026-08-06T13:46:57.081593Z digest=sha256:b467e4253278ee305fc08f2da05c569141b08f1bb1d39d015306f945999a1822

Observation a0f2e5fb-3a93-4785-b553-3f31b8e1170b · outbound

This paper cites Autogen: Enabling next-gen llm applications via multi-agent conversations,.

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

Resolution
unresolved
no resolver link, observed 2026-08-06T13:46:57.150774Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:46:57.150774Z digest=sha256:eff4fc628759a3d2d3b55e9f57810ffe2600cde88066e4cd3d4f1ec0b1310ce0

Observation 561cbedc-e1d7-420b-a6f9-e9696e8880e6 · outbound

This paper cites AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors.

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

Resolution
unresolved
no resolver link, observed 2026-08-06T13:46:57.242342Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:46:57.242342Z digest=sha256:8b707e1d72d579a41ae878829617e925210749af3b79f4cdda650eb2a42f7839

Observation 735b83d4-ae90-4f0f-9285-b11fae4fc8dc · outbound

This paper cites Generative agents: Interactive simulacra of human behavior,.

MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Generative agents: Interactive simulacra of human behavior,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:46:59.071901Z

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.

source=pdf_text observed=2026-08-06T13:46:57.306364Z digest=sha256:b7c116acb55a8bbfc4740705a2d4e7e759853359b81e7da5fe4d3aeef07f1245

Observation 30e7728a-5d10-452a-a057-8bc7ef04afa7 · outbound

This paper cites Neural Turing Machines.

MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Neural Turing Machines

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-06T13:46:57.374606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:46:57.374606Z digest=sha256:c247a25526ebdccb2bd8df1561f2b14b903bcbc3d20d97a2e14ac839856aeccd

Observation 614427fa-5261-471f-8e77-f6369acf29ec · outbound

This paper cites AgentSociety: Large-Scale Simulation of LLM-Driven Generative Agents Advances Understanding of Human Behaviors and Society.

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

Resolution
unresolved
no resolver link, observed 2026-08-06T13:46:57.473776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:46:57.473776Z digest=sha256:3fa48c9dff33fde424731987c09c4644fd6ba6e9f1a834957ad371c7dceadc18

Observation 1b05a6e1-8875-4e50-83a0-42dd6392c064 · outbound

This paper cites Minedojo: Building open- ended embodied agents with internet-scale knowledge,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:46:58.869146Z

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.

source=pdf_text observed=2026-08-06T13:46:57.546415Z digest=sha256:b328e91cf1c2fd414443c3bc6d20421c07bd46efbe82dca0a4b23f91773f9994

Observation 914a657f-a74b-4244-bf91-0e293c5f9461 · outbound

This paper cites A comprehensive survey of continual learning: Theory, method and application,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:46:58.733694Z

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.

source=pdf_text observed=2026-08-06T13:46:57.650741Z digest=sha256:0bc0f388c6dabde03ecf7b65b042757d4cca2755bb7084479f07153508e7c850

Observation f4cdc385-eb8e-41ec-b76b-549ce92c2bf6 · outbound

This paper cites Alvinn: An autonomous land vehicle in a neural network,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:46:58.564378Z

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.

source=pdf_text observed=2026-08-06T13:46:57.733691Z digest=sha256:301f86e993c99de7299a926384413e90def1a4327506eeca645152f3293a8356

Observation e7fdbf1f-e3bb-4f53-9d1f-d77e961f9394 · outbound

This paper cites A reduction of imitation learning and structured prediction to no-regret online learning,.

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

Resolution
unresolved
no resolver link, observed 2026-08-06T13:46:57.833260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:46:57.833260Z digest=sha256:f30c530bdd24da224bb5f913192d37828c497616eee252c93bd6e0e43bb98cac

Observation 806ec3ee-21fa-4c48-8b8a-39df314247d3 · outbound

This paper cites Learning from delayed rewards,.

MLC-Agent: Cognitive Model based on Memory-Learning Collaboration in LLM Empowered Agent Simulation Environment Learning from delayed rewards,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:46:58.425535Z

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.

source=pdf_text observed=2026-08-06T13:46:57.935128Z digest=sha256:73c8fb855d91528e6845c2ac3c48a812005b6d90fcab11ffe1f3a314446e8411

Observation 1b050f2f-6f32-4fac-97dc-b1843675db44 · outbound

This paper cites MAC-PO: Multi-Agent Experience Replay via Collective Priority Optimization.

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

Resolution
unresolved
no resolver link, observed 2026-08-06T13:46:58.002005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:46:58.002005Z digest=sha256:411fd21627560c112899a4818985ef7cbf04558de85d839ed20b25560ac51fb6

Pith citing papers

No inbound Pith citation observations are available.