Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T04:28:44.012570Z
Paper Citation Record · LEDGER
As of 20 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 0 inbound Pith citation observations for arXiv:2508.03460.
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 2026-08-06T04:28:44.012570Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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
50 of 50 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation d2293a72-0793-4ba6-80a4-89d8cbc7b9fa · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Global artificial intelligence generated content (aigc) market size by application, by technology, by end-user industry, by geographic scope and forecast,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 99e07425-4442-4553-91bd-2560d389d1c2 · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Empowering education devel- opment through aigc: A systematic literature review,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 664f13a6-8d7d-43ff-8327-030124e7f957 · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO A revolution of personalized healthcare: Enabling human digital twin with mobile aigc,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a9a47b2b-5736-46c3-beea-21fa1f663f61 · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Vision lan- guage model-empowered contract theory for aigc task allocation in teleoperation,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation d924309b-c93d-4bc5-a5e6-5fba9d17c7e8 · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Distributionally Robust Contract Theory for Edge AIGC Services in Teleoperation
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 532de527-c22d-43e2-8ed3-8daa11b83a7c · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Network latency in teleoperation of connected and autonomous vehicles: A review of trends, challenges, and mitigation strategies,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 03fbf7ee-5db7-4452-b112-6faea2fd6cd7 · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Diffusion-based reinforcement learning for edge-enabled ai-generated content services,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 621fce11-46c5-4e36-9ec0-cd89d3386c6c · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Enabling ai-generated content services in wireless edge networks,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f4741531-fe34-494e-b04c-9648da75cb9a · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Multi- agent rl-based industrial aigc service offloading over wireless edge networks,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 3134c8a7-b551-4d7e-81c0-45ab74143c9e · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Potential game-based computation offloading in edge computing with heterogeneous edge servers,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 521b7bec-f1cf-434b-a889-a00764e290fa · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Revenue-oriented optimal service offloading based on fog-cloud collaboration in sd-wan enabled manufacturing networks,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation d7cc32b7-01f2-414d-afa2-f93ce8f24e6c · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Diffusion model-based incentive mechanism with prospect the- ory for edge aigc services in 6g iot,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation c8d1a44a-01a1-4a2a-aa5c-3f2f560c545c · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Freshness-aware incentive mechanism for mobile ai-generated content (aigc) networks,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ab86ae57-6623-42de-9a1f-325eca5455ca · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Learning-based big data sharing incentive in mobile aigc networks,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 9dbbd82e-889d-4950-8867-11034a42d82b · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Opti- mizing aigc services by prompt engineering and edge computing: A generative diffusion model-based contract theory approach,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 174e7dea-2150-4501-9850-04c42a291841 · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Unresolved cited work
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 8f8a5686-1760-400d-a73b-84df2362909c · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO The unreasonable effectiveness of deep features as a perceptual metric,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b0dbb595-43e8-4d83-976f-53eebcd56b02 · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Image quality assessment: From error visibility to structural similarity,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 9ad2ca2a-b368-4ea3-a940-59593ef9db2e · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Contract- theoretic pricing for security deposits in sharded blockchain with internet of things (iot),
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 1b996051-6119-4f18-8193-ae8c18b6d756 · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Promoting the sustainability of blockchain in web 3.0 and the metaverse through diversified incentive mechanism design,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b771fa6c-c16c-4cf3-a6bf-90978563a78d · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Prosecutor: Protecting mobile aigc services on two-layer blockchain via reputation and contract theoretic approaches,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 8c273065-0bd6-4659-889d-02e8de6a427f · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Adaptive contract design for crowdsourcing markets: Bandit algorithms for repeated principal-agent problems,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 8ba0b9eb-f1e2-45ab-abac-8ad00e09a292 · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Simple versus optimal contracts,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 266077db-f008-4a6b-809d-6ded330314eb · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Learn- ing optimal contracts: How to exploit small action spaces,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f5064441-5167-4c0c-8453-ca06757f8cd4 · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Contracting with a learning agent,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 7c36088a-993e-42a6-b231-fafef815afe2 · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Deep contract design via discontinuous networks,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 248d30c3-ac1d-4577-b919-3cc42efc96b1 · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Evolution of heuristics: Towards efficient automatic algorithm design using large language model,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a88f91e7-7052-438d-be44-d5002fec3f6a · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Reevo: Large language models as hyper-heuristics with reflective evolution,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 0ed574c8-cf71-4bca-8ddc-83d85138fb45 · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Multi- objective evolution of heuristic using large language model,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b1789680-081f-44ed-95ae-1cd6aa961ddf · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Unresolved cited work
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 4b748538-4d9c-43c8-8fba-84662765b704 · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO The theory of
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 66acc850-971f-48c1-8353-be611f27f43e · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Moral hazard and observability,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 1ddb39ce-912b-43ce-b975-f37c224febe9 · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Bolton and M
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation c481da07-5f59-46be-a0d5-5e59ece158f7 · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Incentive mechanism design for two-layer wireless edge caching networks using contract theory,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation defe2a25-3997-4e39-98df-989ed5415d35 · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Contract-based in- centive design for resource allocation in edge computing-based blockchain,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 8d22754f-35ae-42ae-887f-c703a3e52664 · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Con- sortium blockchain for secure resource sharing in vehicular edge computing: A contract-based approach,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 8c38eea1-1676-44a5-bcfc-67e2476dedaa · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Motilearn: Contract- based incentive mechanism for heterogeneous edge collaborative training,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 57162397-ac00-46a6-9f9d-c7a4da376d66 · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Zhang and Z
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation db5fc7d1-e016-4e42-aea3-85cb2929fb58 · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Multi-dimensional payment plan in fog computing with moral hazard,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 75fe007a-93f7-45d2-ba53-6af4faa9c2cf · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO A Contract Theory based Incentive Mechanism for Federated Learning
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1a677ec6-87ac-459c-96e0-7567650f2880 · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Moral hazard based incentive mechanism for cooperative caching in multi-hop com- munications,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 57f3b495-e660-48a3-ac7d-077acf41d4ff · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Multi- dimensional incentive mechanism in mobile crowdsourcing with moral hazard,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a9748dcf-2d5a-460d-9ad3-a915f8e5504c · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Optimal incentive mechanism design for short video collaborative caching system in mobile edge networks based on contract theory,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 5aa98113-2fce-4b47-ab72-3e19302a7fbc · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Enhancing trust and security in the vehicular metaverse: A reputation-based mechanism for participants with moral hazard,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 15ae1436-2ee8-42e4-b11e-3dfdea60352a · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Algorithmic con- tract theory: A survey,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 8bf2fed0-43a5-4bfd-aa4c-05654127e4e1 · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO The sample complexity of online contract design,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 3adf1f7e-41cd-4394-98d9-1e29a8e6d586 · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Learning approximately optimal contracts,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 0b01f911-703d-4510-8e29-67451b53899f · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Learn- ing optimal contracts with small action spaces,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 57c1c395-fd50-4b7a-8e7c-5aa6a5709c54 · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Exploring collaborative distributed diffusion- based ai-generated content (aigc) in wireless networks,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 850377d0-8624-49e3-84fe-4ac0a0e3917b · outbound
Joint Sensing and Bi-Directional Communication with Dynamic TDD Enabled Cell-Free MIMO Unsupervised k-means clustering algorithm,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
No inbound Pith citation observations are available.