Pith. sign in

Paper Citation Record · LEDGER

From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks

As of 9 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.

pith.paper-citation-record.v1
2608.06227 v1

Coverage vector

measured 35 of 35 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:10:31.450502Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

35 of 35 outbound references displayed

  • verified exact2
  • verified fuzzy21
  • unresolved12
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 569cf0ad-613f-4aff-8e29-4248f5e26e54 · outbound

This paper cites Artificial general intelligence (AGI)-native wireless systems: A journey beyond 6G,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:10:36.155617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:10:28.110725Z digest=sha256:f0e437ed0a15fcd4e9496854a1ede0a5b96c1391da1ea7b91f3bfdefc41865ab

Observation 0f352656-0604-43c9-957d-c9fc555e91bb · outbound

This paper cites Causal reasoning: Charting a revolutionary course for next-generation AI-native wireless networks,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:10:36.046047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:10:28.196239Z digest=sha256:c3739ecd0f8bcd2ae4e24d3ffcfa80bd3fefd706abb2313b157adcf0c837b025

Observation 4f02c4aa-446e-4a54-8a27-6f0249819cec · outbound

This paper cites Time, simultaneity, and causality in wireless networks with sensing and communications,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:10:35.900363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:10:28.261841Z digest=sha256:3153f2b9e9ae83e108a61caaa24482fe22b8a58d1be17627e173022b17d10740

Observation d0ee3a3f-c5b3-46c9-913b-19ac0a9cc869 · outbound

This paper cites Information value theory,.

From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Information value theory,

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-07T12:10:28.337026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:10:28.337026Z digest=sha256:cf733325cbbe0eef02fb9cbfa4fa4c753f6e383f6f01b1b775045a435f11ab5f

Observation 8a13e8d5-d5ce-4c87-9f2b-06823df1d711 · outbound

This paper cites Metamind: General and cognitive world models in multi-agent systems by meta-theory of mind,.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T12:10:28.435977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:10:28.435977Z digest=sha256:f96dc7522372485c93f12b59b50688fd0a78d6b30121989440e6914b27dde9b2

Observation 2f3456f7-c3b4-4b18-8084-7a163962cc19 · outbound

This paper cites Dmwm: Dual- mind world model with long-term imagination,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:10:35.761137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:10:28.515177Z digest=sha256:8c831b651bbfeca6f86c29d5ac47ba2c35482d94605c0f2cbb282107d4aed521

Observation 68c28109-2f1e-4722-a84f-d0a38eb77084 · outbound

This paper cites Digital-twin- enabled 6G: Vision, architectural trends, and future directions,.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T12:10:28.626208Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:10:28.626208Z digest=sha256:e4b4cdc482045ecac1d7812ecfaff77ed3fe6402df5ac26369ad952a2d268c3a

Observation 45374d49-d8b1-40a0-bfe4-b0d0776990e6 · outbound

This paper cites A path towards autonomous machine intelligence,.

From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks A path towards autonomous machine intelligence,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:10:35.610811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:10:28.691242Z digest=sha256:e6c982881eb6d0bd7bc71dd8bcff4be05474aa25531d2168a9ec27f21b865103

Observation bd1b7f5d-6b95-457c-869e-d6e66e49ff5b · outbound

This paper cites From simulators to digital twins for enabling emerging cellular networks: A tutorial and survey,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:10:35.406074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:10:28.759856Z digest=sha256:0407630a48d86ffe11897eae464c83c6349aa06ea1016f6f1139dd0309e6f004

Observation 026a7792-6aad-4146-9b8d-aeab1d8d2282 · outbound

This paper cites Digital twin for open RAN: Toward intelligent and resilient 6G radio access networks,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:10:35.019438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:10:28.913461Z digest=sha256:620b1c06d0ed77cb405b6196a13a5268048499b5a17e63c1011d3d2f691eb7ac

Observation 7f7bb1ee-13fa-4db2-94ad-29a6971eb367 · outbound

This paper cites Digital twins and multi-access edge computing for IIoT,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:10:34.700898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:10:29.001829Z digest=sha256:bbfa75c317bd824c3080e04a1da2a718f4afaa1d9736e7441f1517c223e1f4d6

Observation d6b11429-4e92-48ab-93ba-b92a19bf13e4 · outbound

This paper cites Digital-Twin-Aided Dynamic Spectrum Sharing and Resource Management in Integrated Satellite-Terrestrial Networks.

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

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:10:32.101083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:10:29.076076Z digest=sha256:72bffa73ae36e9a3c99a67d2b0fc818ff8e86a317c52de8c455c3b27caa27211

Observation 2a3333fd-92e1-4cfa-80ff-a89e7d9f25e8 · outbound

This paper cites Generative ai empowered network digital twins: Architecture, technologies, and applications,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:10:34.543399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:10:29.153890Z digest=sha256:322ef13f43c9ec574a1dab5e1cdae0c0565c38e97ecb9d7a57dd12aafde72024

Observation ae2f0b16-ae46-4f2b-88f4-69b1fac4e386 · outbound

This paper cites LLM-Integrated Digital Twins for Hierarchical Resource Allocation in 6G Networks.

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

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:10:31.900584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:10:29.233625Z digest=sha256:82f979997857a65aa6a194dcc06fb05f27dc343a7047f960efb2ad695a3c60f2

Observation 26b193f6-33db-41e3-8a4f-ac643f4462f9 · outbound

This paper cites Learning radio environments by dif- ferentiable ray tracing,.

From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Learning radio environments by dif- ferentiable ray tracing,

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-07T12:10:29.315759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:10:29.315759Z digest=sha256:bde49a4101e5e4d8e8f145e29acf08c5f04cad98128ade5c9b9d577c22a66713

Observation d84c7f73-4543-4d4a-a6c4-0b01564f65ff · outbound

This paper cites Large Wireless Model (LWM): A Foundation Model for Wireless Channels.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T12:10:29.443651Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:10:29.443651Z digest=sha256:530fe2cb71f5246a7e3fd454f6f8c5739471a78b1055810be9354503da9cf32a

Observation 3a44fc41-740a-4dd5-93fe-2e0cf4dfffa8 · outbound

This paper cites Koestler,The Ghost in the Machine, 1968.

From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Koestler,The Ghost in the Machine, 1968

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:10:34.342574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:10:29.552947Z digest=sha256:421c88673de7774fae46b54f71a160f8b4d6f45db120e3257cf7fb5b7aed843e

Observation 5a63940b-1fc9-4648-b947-02ce51aeeee7 · outbound

This paper cites an unresolved cited work.

From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:10:34.173014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:10:29.668580Z digest=sha256:b843dc2e41a0480d2fa9e8cda8ac3583d6fa357ca365211854ad9b5acbcd05d9

Observation c8d4cff4-da4d-47d9-ba14-4f9251d00e39 · outbound

This paper cites Fundamentals of holonic systems and their implications for self-adaptive and self-organizing systems,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:10:34.020572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:10:29.752163Z digest=sha256:7fc9ba9a51c98c414108e7a79575fee4f3e08474c3aa17b170ac5cb24276a643

Observation 209b97bc-d11d-4c32-8632-6d7cda95f019 · outbound

This paper cites Using markov blankets for causal structure learning,.

From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Using markov blankets for causal structure learning,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:10:33.883869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:10:29.836904Z digest=sha256:801d9b413aa9e23575fa11b53d1668c4edd2ebbbb6efa27ee57fc83bb0b17b4b

Observation 3d87ade2-fcbf-4370-95d3-8b277999f90b · outbound

This paper cites Barr and C.

From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Barr and C

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:10:33.741853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:10:29.950067Z digest=sha256:ba5dd8f1d9eb7477cbc4ebe4897c5e8bee6e04874289252d2c9cd5cb12d534e9

Observation 1a6e0822-62d3-4017-9536-b7b127514e17 · outbound

This paper cites Active inference: a process theory,.

From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Active inference: a process theory,

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-07T12:10:30.095710Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:10:30.095710Z digest=sha256:cf8a68c1248e3722df47a9ff4649f648298c239aa310ab8f6477989dd8ffed87

Observation 05368431-8416-49c8-aebd-57abfe6f9103 · outbound

This paper cites Integrated information theory: from consciousness to its physical substrate,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:10:33.552131Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:10:30.182652Z digest=sha256:e4c7229c6deee3996e221e39b00b2e7fe6db82fae0f303ded1618a3b438e2067

Observation 17c3a3e5-3887-4661-9485-cac7ba156b95 · outbound

This paper cites Kahneman,Thinking, fast and slow.

From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Kahneman,Thinking, fast and slow

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-07T12:10:30.277980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:10:30.277980Z digest=sha256:8eec9b7fd4d8a708afc8223aa3b87b21fb13a6cdf9e7600e51a06b0db670b97d

Observation 3ed16466-eb0b-49f6-9458-436779bacfa2 · outbound

This paper cites Deep learning on multimodal sensor data at the wireless edge for vehicular network,.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T12:10:30.381468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:10:30.381468Z digest=sha256:eebefe3febe3ce0f742cefca96b6560f332bbe33c9e9700c4ccdd6e82b96c75f

Observation 2741ff9e-df48-4cb0-8eb6-d6b0c063529c · outbound

This paper cites Deep learning for hybrid 5G services in mobile edge computing systems: Learn from a digital twin,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:10:33.396050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:10:30.475373Z digest=sha256:99809f054295e04414f0d92cfba59f2e1a848c5782fee703bd11f42fc3c95306

Observation 1250ce31-e18b-412c-84e9-73ccad6e8a46 · outbound

This paper cites Toward intelligent cyber-physical systems: Digital twin meets artificial intelligence,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:10:33.256977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:10:30.556819Z digest=sha256:683b527f5d71111f52ec710592389a162c491454333c93be67ff5052e73878b7

Observation 471a722f-eb8f-4920-8584-2389a6f9bf01 · outbound

This paper cites Multi-Agent Collaboration Mechanisms: A Survey of LLMs.

From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Multi-Agent Collaboration Mechanisms: A Survey of LLMs

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-07T12:10:30.671001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:10:30.671001Z digest=sha256:9730b88a193bec442faec741c58542ed1b33a7682f65df1858eacafd34614d9f

Observation 1f99161f-0c50-407f-9630-dae60a29f9cf · outbound

This paper cites Aleatoric and epistemic uncertainty in machine learning: An introduction to concepts and methods,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:10:33.094693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:10:30.765074Z digest=sha256:82846ebbf9f285263ddb2ec55d72b1f1be06f8e40376506615d02c915f0f1793

Observation d98a7ace-c1e8-4746-b00a-f936cd85de11 · outbound

This paper cites Cooperative heterogeneous multi- robot systems: A survey,.

From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Cooperative heterogeneous multi- robot systems: A survey,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:10:32.892054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:10:30.858221Z digest=sha256:6bd3dd6783795a6f00151887e2869b2647beffd73eb3ac51ede7bcdf2c4f6262

Observation c3c13cb8-b72e-4078-950a-c5c69b08a60d · outbound

This paper cites Dynamic Markov Blanket Detection for Macroscopic Physics Discovery.

From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Dynamic Markov Blanket Detection for Macroscopic Physics Discovery

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-07T12:10:30.968222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:10:30.968222Z digest=sha256:2c6954eb818fcda51450970595ba78539b2d8f8c5729ea8b8110f797e9646a91

Observation 52d9051f-78d9-4ead-a90e-a8aad4f80051 · outbound

This paper cites Active inference as the test-time scaling law for physical AI agents,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:10:32.709298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:10:31.080348Z digest=sha256:78d6e97b80ac5e48812123001d131fd22f9b4e30aedda8455349a1c76292b63b

Observation b42933a0-190e-4898-b256-6005fd22d79b · outbound

This paper cites Active inference for physical ai agents: An engineering perspective,.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T12:10:31.207061Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:10:31.207061Z digest=sha256:6e7ef678400cdf48d596e7948c29d854477a3c76657fad484fccaea83e8be6d9

Observation 8690577c-06aa-4e47-83c6-242c8ce5588b · outbound

This paper cites Age of information: A new concept, metric, and tool,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:10:32.531846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:10:31.337833Z digest=sha256:bb2c1bedd7218506d103e10053dd88219eae717380bab413a01d7c3751998a66

Observation c161925e-be03-4993-9ffb-78a57acad706 · outbound

This paper cites Causal Semantic Communication for Digital Twins: A Generalizable Imitation Learning Approach,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:10:32.393681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T12:10:31.450502Z digest=sha256:8a1c25f17d3513d176a7e262c9910392c76006c6b6900eeb3edb329e3796882a

Pith citing papers

No inbound Pith citation observations are available.