Pith. sign in

Paper Citation Record · LEDGER

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

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.

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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:10:28.110725Z digest=sha256:b46f680ef4727bdd5e8b0a8f94eeb068124f9a321e88ea3e3ea77d5500edf54b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:10:28.196239Z digest=sha256:3cd98de49a803c0e70b1a3d591dbb01194ab346182f427c99814e6d2056bf86d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:10:28.261841Z digest=sha256:4de172b7e9bf0f55ce7bf54688d1d834ebed575b0dbb20695cf1611b7f06f810

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=sha256:90b89d4046272400dfae473c6835a11fdd8691fa1067c1c18eb1061f377aba5f

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:cdb2a3671014b1241b31f74e222479dc5876cfbe6704f2f8b6e420af97b1d3a6

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:10:28.515177Z digest=sha256:6e5e39a241572fe3401500aba9d6c80652dc92aedd71aac2f252c7234d438052

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:b7263d18336f58d6e9c76eb520a46c5fee5537d1cdd0f9ace2a33d4fccdf8831

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:10:28.691242Z digest=sha256:b1c1139082113ec75cc26e09c7243f4c2d0b166c82564d0f1e708ce8faaf3430

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:10:28.759856Z digest=sha256:23f9b463051da193a3e8505e7653f3bd124bc1df3d7814e2437c29344645d0e9

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:10:28.913461Z digest=sha256:647783b9ef86db0d0f17a4e11434b09779224008af6d77af8319ff9c1cb99a40

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:10:29.001829Z digest=sha256:af43101190bd209d2b87b56c01d148f14380fd780c4a4878a38d2f1cc82cfe2f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:10:29.076076Z digest=sha256:98cdb3b520d11c664c9473d58e8e398bff43d40524a19f876bda113033bfa678

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:10:29.153890Z digest=sha256:1e977d904f00cf3bd2148bd9e28f5d0e288bc355bb0b24fe62f1c3baeb0417c1

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:10:29.233625Z digest=sha256:ccbf6bcd13620dbda25cdb4bf330f637de7e6246a5d0dc8c47f08d11426c510d

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:e338d78b7ae314ef6879435e88145b21b1f8aea529ddfd07933f26141b00c029

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:ceac0a330484ae686f9fe8b9b52ac47b6f9b8d5f189143746f38615f7037525f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:10:29.552947Z digest=sha256:fb8e687568d865ce25cf000758bba9cdfbbb33210675eb2e1f6aae7d312b2b17

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:10:29.668580Z digest=sha256:63db9df2c30a12a7e158b2dd651eafc973d5170fdbe26c10c1e0e5388fd1572c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:10:29.752163Z digest=sha256:81748080471c5e7e5f68294d0f4d1887907d63030ded39d88d135e3887b24ef4

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:10:29.836904Z digest=sha256:3bf35e87855fc19dc7a587262cf4033eccf82a89dd313fd2903961658f2e8739

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:10:29.950067Z digest=sha256:5d8d99f7ce107765e61f2570230e1171d5b8a5ea433a73f92f17a2bad744c5c8

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=sha256:7548a2b107393e6becb0d85f5bac6bbc98c3171086c9a02857a486b2760b95e8

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:10:30.182652Z digest=sha256:4b9cc81552c7fcfd131de260bbb280ae3894d7b95fcc5aca88820d31d3afbb68

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:c07a4edf52b703a791074f130eb63249fa509d75dabd5b4360655ae1535fc394

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=sha256:9bcf4a585cf5024e022b682ed8bba60301b20a37dc18b425c9de24e39a818143

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:10:30.475373Z digest=sha256:ea3f44a5e1baa5506205470445345b4f3765ccff155653f787e7150db839c40c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:10:30.556819Z digest=sha256:61ecc5f7528c85beeab6190e4463fee1c36782a66a6c525f6dffaf3f2610f196

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:b2d17253822a918efea774bd6eb41c372caaa7d21025076945cc861de705782d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:10:30.765074Z digest=sha256:bf40f8932613093cd5ec1f958c18811a65941505e98203a7ef899c8ce7db5262

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:10:30.858221Z digest=sha256:1d906e95f4b50bc17eabd8144b01dd67ecdcb4fd6c458d7c3aa9b808dfe82f91

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=sha256:9c1093eba91994a8fc6255c742dff4a94a32c64d232983eb9f9e069743f686e1

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:10:31.080348Z digest=sha256:f44ab22539ca0645daa2a536962d178cec2d5f7e19976a6b4e18edebd90e7daf

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:cc9f6ed7cecf06a7f4ba63905491da7833cebf7d2e1baf169ee2d6c8cda9af9f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:10:31.337833Z digest=sha256:d85e5f49dcc9becefcebb716668b72eac5c9d5d48dd6852735c9d940050e4bd4

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T12:10:31.450502Z digest=sha256:fbf4f656682ebbf731577acefd95dc95f1734d088efff3943641f183d74fa65d

Pith citing papers

No inbound Pith citation observations are available.