Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T12:10:31.450502Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 0 inbound Pith citation observations for arXiv:2608.06227.
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 2026-08-07T12:10:31.450502Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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
35 of 35 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 569cf0ad-613f-4aff-8e29-4248f5e26e54 · outbound
From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Artificial general intelligence (AGI)-native wireless systems: A journey beyond 6G,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0f352656-0604-43c9-957d-c9fc555e91bb · outbound
From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Causal reasoning: Charting a revolutionary course for next-generation AI-native wireless networks,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4f02c4aa-446e-4a54-8a27-6f0249819cec · outbound
From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Time, simultaneity, and causality in wireless networks with sensing and communications,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d0ee3a3f-c5b3-46c9-913b-19ac0a9cc869 · outbound
From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Information value theory,
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8a13e8d5-d5ce-4c87-9f2b-06823df1d711 · outbound
From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Metamind: General and cognitive world models in multi-agent systems by meta-theory of mind,
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2f3456f7-c3b4-4b18-8084-7a163962cc19 · outbound
From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Dmwm: Dual- mind world model with long-term imagination,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 68c28109-2f1e-4722-a84f-d0a38eb77084 · outbound
From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Digital-twin- enabled 6G: Vision, architectural trends, and future directions,
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 45374d49-d8b1-40a0-bfe4-b0d0776990e6 · outbound
From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks A path towards autonomous machine intelligence,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation bd1b7f5d-6b95-457c-869e-d6e66e49ff5b · outbound
From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks From simulators to digital twins for enabling emerging cellular networks: A tutorial and survey,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 026a7792-6aad-4146-9b8d-aeab1d8d2282 · outbound
From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Digital twin for open RAN: Toward intelligent and resilient 6G radio access networks,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7f7bb1ee-13fa-4db2-94ad-29a6971eb367 · outbound
From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Digital twins and multi-access edge computing for IIoT,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d6b11429-4e92-48ab-93ba-b92a19bf13e4 · outbound
From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Digital-Twin-Aided Dynamic Spectrum Sharing and Resource Management in Integrated Satellite-Terrestrial Networks
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2a3333fd-92e1-4cfa-80ff-a89e7d9f25e8 · outbound
From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Generative ai empowered network digital twins: Architecture, technologies, and applications,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ae2f0b16-ae46-4f2b-88f4-69b1fac4e386 · outbound
From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks LLM-Integrated Digital Twins for Hierarchical Resource Allocation in 6G Networks
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 26b193f6-33db-41e3-8a4f-ac643f4462f9 · outbound
From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Learning radio environments by dif- ferentiable ray tracing,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d84c7f73-4543-4d4a-a6c4-0b01564f65ff · outbound
From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Large Wireless Model (LWM): A Foundation Model for Wireless Channels
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3a44fc41-740a-4dd5-93fe-2e0cf4dfffa8 · outbound
From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Koestler,The Ghost in the Machine, 1968
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5a63940b-1fc9-4648-b947-02ce51aeeee7 · outbound
From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Unresolved cited work
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c8d4cff4-da4d-47d9-ba14-4f9251d00e39 · outbound
From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Fundamentals of holonic systems and their implications for self-adaptive and self-organizing systems,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 209b97bc-d11d-4c32-8632-6d7cda95f019 · outbound
From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Using markov blankets for causal structure learning,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3d87ade2-fcbf-4370-95d3-8b277999f90b · outbound
From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Barr and C
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1a6e0822-62d3-4017-9536-b7b127514e17 · outbound
From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Active inference: a process theory,
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 05368431-8416-49c8-aebd-57abfe6f9103 · outbound
From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Integrated information theory: from consciousness to its physical substrate,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 17c3a3e5-3887-4661-9485-cac7ba156b95 · outbound
From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Kahneman,Thinking, fast and slow
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3ed16466-eb0b-49f6-9458-436779bacfa2 · outbound
From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Deep learning on multimodal sensor data at the wireless edge for vehicular network,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2741ff9e-df48-4cb0-8eb6-d6b0c063529c · outbound
From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Deep learning for hybrid 5G services in mobile edge computing systems: Learn from a digital twin,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1250ce31-e18b-412c-84e9-73ccad6e8a46 · outbound
From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Toward intelligent cyber-physical systems: Digital twin meets artificial intelligence,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 471a722f-eb8f-4920-8584-2389a6f9bf01 · outbound
From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Multi-Agent Collaboration Mechanisms: A Survey of LLMs
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1f99161f-0c50-407f-9630-dae60a29f9cf · outbound
From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Aleatoric and epistemic uncertainty in machine learning: An introduction to concepts and methods,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d98a7ace-c1e8-4746-b00a-f936cd85de11 · outbound
From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Cooperative heterogeneous multi- robot systems: A survey,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c3c13cb8-b72e-4078-950a-c5c69b08a60d · outbound
From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Dynamic Markov Blanket Detection for Macroscopic Physics Discovery
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 52d9051f-78d9-4ead-a90e-a8aad4f80051 · outbound
From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Active inference as the test-time scaling law for physical AI agents,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b42933a0-190e-4898-b256-6005fd22d79b · outbound
From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Active inference for physical ai agents: An engineering perspective,
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8690577c-06aa-4e47-83c6-242c8ce5588b · outbound
From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Age of information: A new concept, metric, and tool,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c161925e-be03-4993-9ffb-78a57acad706 · outbound
From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Causal Semantic Communication for Digital Twins: A Generalizable Imitation Learning Approach,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
No inbound Pith citation observations are available.