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Paper Citation Record · LEDGER

Model Context Protocols in Adaptive Transport Systems: A Survey

As of 8 August 2026, this Paper Citation Record lists 100 of 111 outbound references and 1 inbound Pith citation observation for arXiv:2508.19239.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2508.19239 v2

Coverage vector

measured 100 of 111 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T15:50:39.860787Z

measured 101 of 101 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T23:04:28.331843Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

100 of 111 outbound references displayed

  • verified exact5
  • verified fuzzy60
  • unresolved35
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fdb0ca5e-36f6-4dbc-9a05-763522ffb981 · outbound

This paper cites Beyond tcp: The evolution of internet transport protocols, 2015.

Model Context Protocols in Adaptive Transport Systems: A Survey Beyond tcp: The evolution of internet transport protocols, 2015

Reference 1

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Observation 478a7f46-d182-464a-b929-d1c470677402 · outbound

This paper cites Quic – a vehicle for transport protocol evolution, 2018.

Model Context Protocols in Adaptive Transport Systems: A Survey Quic – a vehicle for transport protocol evolution, 2018

Reference 2

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Observation 9d9b9655-4f6a-4536-95e9-c77ef4552888 · outbound

This paper cites Adaptive defense against various network attacks.

Model Context Protocols in Adaptive Transport Systems: A Survey Adaptive defense against various network attacks

Reference 3

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source=pdf_text observed=2026-08-05T15:50:39.260507Z digest=sha256:56791c48870b6a48ad00a3828eef77a746689e7607144600a4065047cb654192

Observation c23dcd26-1c2c-49d6-864e-f549f92fa85b · outbound

This paper cites A context-aware approach to wireless transmission adaptation.

Model Context Protocols in Adaptive Transport Systems: A Survey A context-aware approach to wireless transmission adaptation

Reference 4

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Observation 7551e9c9-6fc7-4402-b966-b52b878f7010 · outbound

This paper cites Protocol wars: How unifying iot protocols can save the iot from chaos, 2025.

Model Context Protocols in Adaptive Transport Systems: A Survey Protocol wars: How unifying iot protocols can save the iot from chaos, 2025

Reference 5

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source=pdf_text observed=2026-08-05T15:50:39.275817Z digest=sha256:2375d00a989d028dfaec6bc7bd4f3045b140eca8f18eb7153b22a02a5b7078ab

Observation 9132d1e9-546d-48b8-b708-c971d1ee2551 · outbound

This paper cites A Survey on Context-Aware Multi-Agent Systems: Techniques, Challenges and Future Directions.

Model Context Protocols in Adaptive Transport Systems: A Survey A Survey on Context-Aware Multi-Agent Systems: Techniques, Challenges and Future Directions

Reference 6

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Observation ddd691cd-c2c8-4e2a-b391-3bc56e4d3114 · outbound

This paper cites Context aware middleware architectures: Survey and challenges.

Model Context Protocols in Adaptive Transport Systems: A Survey Context aware middleware architectures: Survey and challenges

Reference 7

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Observation 46ea2bef-c657-48b9-adfc-c19c84587099 · outbound

This paper cites https://cordis.europa.eu/ project/id/101117675, 2023.

Model Context Protocols in Adaptive Transport Systems: A Survey https://cordis.europa.eu/ project/id/101117675, 2023

Reference 8

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Observation 9373db92-93e9-4a91-a493-ba8406f02e33 · outbound

This paper cites Adaptive transportation and logistics (adapt-or), 2025.

Model Context Protocols in Adaptive Transport Systems: A Survey Adaptive transportation and logistics (adapt-or), 2025

Reference 9

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Observation 17b974eb-a4c6-4e54-8be2-05572cd7fe6a · outbound

This paper cites A framework for integrating intelligent transportation systems with smart city infrastructure.

Model Context Protocols in Adaptive Transport Systems: A Survey A framework for integrating intelligent transportation systems with smart city infrastructure

Reference 10

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Observation d61864f6-381e-4a00-8b0e-ec8952c9ad99 · outbound

This paper cites A unifying modelling framework to simulate the spatial economic transport interaction process at urban and national scales.

Model Context Protocols in Adaptive Transport Systems: A Survey A unifying modelling framework to simulate the spatial economic transport interaction process at urban and national scales

Reference 11

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Observation 1935e4be-9edd-4c27-8592-d18404cb85aa · outbound

This paper cites Introducing the model context protocol, 2024.

Model Context Protocols in Adaptive Transport Systems: A Survey Introducing the model context protocol, 2024

Reference 12

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Observation f85fc41e-fa19-4b98-a0cf-a87f19d5e864 · outbound

This paper cites an unresolved cited work.

Model Context Protocols in Adaptive Transport Systems: A Survey Unresolved cited work

Reference 14

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Observation cc42481d-5532-4733-88e3-c55911c320d1 · outbound

This paper cites Advancing Multi-Agent Systems Through Model Context Protocol: Architecture, Implementation, and Applications.

Model Context Protocols in Adaptive Transport Systems: A Survey Advancing Multi-Agent Systems Through Model Context Protocol: Architecture, Implementation, and Applications

Reference 15

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Observation 2a2382c5-a14f-46bc-86a9-1c3ca4d6aa78 · outbound

This paper cites A survey on model context protocol: Architecture, state-of-the-art, challenges and future directions.

Model Context Protocols in Adaptive Transport Systems: A Survey A survey on model context protocol: Architecture, state-of-the-art, challenges and future directions

Reference 16

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Observation c22fb1e8-1f6d-4fec-8ce7-a94e7efce705 · outbound

This paper cites standard.

Model Context Protocols in Adaptive Transport Systems: A Survey standard

Reference 17

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Observation abb9c613-062d-476a-b243-0e785f9f0ee6 · outbound

This paper cites On transport layer adaptation in heterogeneous wireless data networks.

Model Context Protocols in Adaptive Transport Systems: A Survey On transport layer adaptation in heterogeneous wireless data networks

Reference 18

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Observation df539d6f-608a-4fe8-baf9-07637ae0afaf · outbound

This paper cites A survey on context-aware systems.

Model Context Protocols in Adaptive Transport Systems: A Survey A survey on context-aware systems

Reference 19

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Observation 8cb7fae8-a44a-4df1-94d8-e40b70360780 · outbound

This paper cites Real-time adaptive traffic signal control in a connected and automated vehicle environment: optimisation of signal planning with reinforcement learning under vehicle speed guidance.

Model Context Protocols in Adaptive Transport Systems: A Survey Real-time adaptive traffic signal control in a connected and automated vehicle environment: optimisation of signal planning with reinforcement learning under vehicle speed guidance

Reference 20

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Observation 28a57478-2fa3-4e26-9810-42c415b919b0 · outbound

This paper cites Adaptive transit design: Optimizing fixed and demand responsive multi-modal transportation via continuous approximation.

Model Context Protocols in Adaptive Transport Systems: A Survey Adaptive transit design: Optimizing fixed and demand responsive multi-modal transportation via continuous approximation

Reference 21

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Observation 3929e487-c89c-4bc9-a12b-e6f253a5d239 · outbound

This paper cites A model- based adaptive planning framework using surrogate modelling for urban transport systems under uncertainty.

Model Context Protocols in Adaptive Transport Systems: A Survey A model- based adaptive planning framework using surrogate modelling for urban transport systems under uncertainty

Reference 22

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Observation 75fd2d25-317a-4a43-9e26-91c9f3125d69 · outbound

This paper cites An Adaptive System Architecture for Multimodal Intelligent Transportation Systems.

Model Context Protocols in Adaptive Transport Systems: A Survey An Adaptive System Architecture for Multimodal Intelligent Transportation Systems

Reference 23

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Observation 5905d3f4-927e-4861-83ba-6c21868cb13e · outbound

This paper cites Adaptive urban traffic signal control based on enhanced deep reinforcement learning.

Model Context Protocols in Adaptive Transport Systems: A Survey Adaptive urban traffic signal control based on enhanced deep reinforcement learning

Reference 24

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Observation 8e23b30b-4f52-4f8f-88bc-608d8309c90f · outbound

This paper cites Vissim study: Comparing adaptive and traditional traffic systems’ efficiency and environmental impact.

Model Context Protocols in Adaptive Transport Systems: A Survey Vissim study: Comparing adaptive and traditional traffic systems’ efficiency and environmental impact

Reference 25

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Observation 1ae1aa00-46e6-40d4-81d9-92abcfc969a4 · outbound

This paper cites Reinforcement learning based adaptive control method for traffic lights in intelligent transportation.

Model Context Protocols in Adaptive Transport Systems: A Survey Reinforcement learning based adaptive control method for traffic lights in intelligent transportation

Reference 26

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Observation e78d90d3-9e93-4d74-a4a1-cb7f0f97d3b7 · outbound

This paper cites Reinforcement Learning for Adaptive Traffic Signal Control: Turn-Based and Time-Based Approaches to Reduce Congestion.

Model Context Protocols in Adaptive Transport Systems: A Survey Reinforcement Learning for Adaptive Traffic Signal Control: Turn-Based and Time-Based Approaches to Reduce Congestion

Reference 27

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Observation 9f70be2e-237f-4af2-9b14-bbd9898ceae4 · outbound

This paper cites A deep reinforcement learning approach to adaptive traffic lights management.

Model Context Protocols in Adaptive Transport Systems: A Survey A deep reinforcement learning approach to adaptive traffic lights management

Reference 28

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Observation c936c0fd-7d53-4fbf-bfd9-dbf39367a464 · outbound

This paper cites Adaptive parameterized control for coordinated traffic management using reinforcement learning.

Model Context Protocols in Adaptive Transport Systems: A Survey Adaptive parameterized control for coordinated traffic management using reinforcement learning

Reference 29

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Observation c66b2774-dddf-49ea-956f-e6c57661ba49 · outbound

This paper cites Enhancing transportation agility through neuroadaptive AI and behavioural decision intelligence.

Model Context Protocols in Adaptive Transport Systems: A Survey Enhancing transportation agility through neuroadaptive AI and behavioural decision intelligence

Reference 30

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Observation a89c4f09-2e0b-4cc9-9b77-fa06c1c335f5 · outbound

This paper cites Quic transmission protocol: Test-bed design, implementation and experi- mental evaluation.

Model Context Protocols in Adaptive Transport Systems: A Survey Quic transmission protocol: Test-bed design, implementation and experi- mental evaluation

Reference 31

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source=pdf_text observed=2026-08-05T15:50:39.455992Z digest=sha256:69d5117b7e4f12f9322ea77e52b24afc3065f1c978d8d4fd86e6b4d235179bd2

Observation 66dc8301-445a-4224-a7e1-a92f173922e6 · outbound

This paper cites Quic vs tcp: A performance evaluation over lte with ns-3.

Model Context Protocols in Adaptive Transport Systems: A Survey Quic vs tcp: A performance evaluation over lte with ns-3

Reference 32

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Observation 5fd3b819-e544-4728-bfe7-a6ed08f0450f · outbound

This paper cites A brief review of multipath tcp for vehicular networks.

Model Context Protocols in Adaptive Transport Systems: A Survey A brief review of multipath tcp for vehicular networks

Reference 33

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source=pdf_text observed=2026-08-05T15:50:39.467555Z digest=sha256:ae07f4603da98ab7fc9cff51b0ce02e751df892be18ab8d9725d9c1659df4fbb

Observation 557e7bb0-30f0-4db5-994a-03e2956b2c22 · outbound

This paper cites Multipath tcp: from theory to practice.

Model Context Protocols in Adaptive Transport Systems: A Survey Multipath tcp: from theory to practice

Reference 34

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Observation 0bf12855-9168-4ae3-9177-b56d9e9434e9 · outbound

This paper cites Analyzing the modeling of context with ontologies.

Model Context Protocols in Adaptive Transport Systems: A Survey Analyzing the modeling of context with ontologies

Reference 35

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source=pdf_text observed=2026-08-05T15:50:39.478251Z digest=sha256:d7179bd55dd0b8c5e5a12d10a3bea6ef32cac691399c808f206f32c43b90548a

Observation bf79eca1-5c2d-499a-be60-0e2166046c1f · outbound

This paper cites Ontology-based high-level context inference for human behavior identification.

Model Context Protocols in Adaptive Transport Systems: A Survey Ontology-based high-level context inference for human behavior identification

Reference 36

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Observation f2b8f28b-0e23-4fe2-ba05-56a43e0e376e · outbound

This paper cites An Ontology Oriented Architecture for Context Aware Services Adaptation.

Model Context Protocols in Adaptive Transport Systems: A Survey An Ontology Oriented Architecture for Context Aware Services Adaptation

Reference 37

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Observation c6c1ead7-8e23-40f5-8e05-addd7743b36a · outbound

This paper cites A proposed ontology-based generic context model for ubiquitous learning.

Model Context Protocols in Adaptive Transport Systems: A Survey A proposed ontology-based generic context model for ubiquitous learning

Reference 38

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source=pdf_text observed=2026-08-05T15:50:39.495359Z digest=sha256:bc14b201f2c4deb341376e1b15af3c5fc6031ff5225e96c261f8e30dddc8a4f5

Observation 73284ce0-183f-4766-aefe-b3e91406e392 · outbound

This paper cites A middleware for context-aware agents in ubiquitous computing environments.

Model Context Protocols in Adaptive Transport Systems: A Survey A middleware for context-aware agents in ubiquitous computing environments

Reference 39

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raw_fallback, observed 2026-08-05T15:50:42.202408Z

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=2026-08-05T15:50:39.502516Z digest=sha256:c361cd1993199a2ea72b616e122cf772aa0efbc07b29052fa99232e8aac330d6

Observation 15f1921d-2b38-4f6a-872d-8936489d9338 · outbound

This paper cites Adaptive middleware for context-aware applications in smart-homes.

Model Context Protocols in Adaptive Transport Systems: A Survey Adaptive middleware for context-aware applications in smart-homes

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:42.179933Z

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=2026-08-05T15:50:39.509276Z digest=sha256:05d0850c868d5f0a2531f5e2eee2d09fce18738f57758e296e8cfc4a176e5188

Observation a32aafe7-fc10-4e0c-802e-bbbae1ba21e7 · outbound

This paper cites Toward fair and efficient congestion control: Machine learning aided congestion control (mlacc).

Model Context Protocols in Adaptive Transport Systems: A Survey Toward fair and efficient congestion control: Machine learning aided congestion control (mlacc)

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:42.156024Z

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=2026-08-05T15:50:39.514110Z digest=sha256:0f25da362117618001bf21ff0482cdf1b9740717166e1191f3048accd49d5aac

Observation 5324ee3a-f26f-47d0-ae98-790ff87156d2 · outbound

This paper cites Pbq-enhanced quic: Quic with deep reinforce- ment learning congestion control mechanism.

Model Context Protocols in Adaptive Transport Systems: A Survey Pbq-enhanced quic: Quic with deep reinforce- ment learning congestion control mechanism

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:42.132872Z

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=2026-08-05T15:50:39.519520Z digest=sha256:d9ca1ed5f9b3b867169f88a9bcb98ccaf32beacf48a1494767d1cbf475660c65

Observation c3d5c0a3-741c-4a75-b620-67346ee20828 · outbound

This paper cites Survey of protocols and mechanisms for enhanced transport over long fat pipes.

Model Context Protocols in Adaptive Transport Systems: A Survey Survey of protocols and mechanisms for enhanced transport over long fat pipes

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:42.110795Z

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=2026-08-05T15:50:39.524414Z digest=sha256:05224dfb8dabf6a26389fe042dba3c92f900e0a031f6893020130d6034375563

Observation c6fddebe-4d41-4e74-be7c-eebe6f1f4733 · outbound

This paper cites Evaluation of an adaptive transport protocol.

Model Context Protocols in Adaptive Transport Systems: A Survey Evaluation of an adaptive transport protocol

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:42.090450Z

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=2026-08-05T15:50:39.530034Z digest=sha256:0bd7556f98547aa4731351643a90e259801aa8d4e246990853a6ea1abf3a8247

Observation 4dc78d67-233d-4f78-bc59-3019f6d9e776 · outbound

This paper cites Adaptive network protocol selection: A machine-learning approach.

Model Context Protocols in Adaptive Transport Systems: A Survey Adaptive network protocol selection: A machine-learning approach

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:42.068919Z

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=2026-08-05T15:50:39.535315Z digest=sha256:feca80ff9bd727baa6de5171026ea1aa01e25247e23d44d3244758f4c4c3050b

Observation fc5e0f04-b668-487f-9573-5236f3fc3bff · outbound

This paper cites Context-aware network, 2025.

Model Context Protocols in Adaptive Transport Systems: A Survey Context-aware network, 2025

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:42.045148Z

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=2026-08-05T15:50:39.541942Z digest=sha256:6478a5786b19b84daa2dc0278acbc5cf4be657e6e7b234bf92063e744efc7422

Observation d542d8e4-bd29-4255-9ffc-21cd31aa30b9 · outbound

This paper cites Context-aware travel support during unplanned public transport disturbances.

Model Context Protocols in Adaptive Transport Systems: A Survey Context-aware travel support during unplanned public transport disturbances

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:42.018248Z

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=2026-08-05T15:50:39.547575Z digest=sha256:b6c929ee700637e8723c271739423017485ec4fade77ac05d912d4414ece3fdb

Observation 9defed11-a54b-4e40-9e00-343c29bd5351 · outbound

This paper cites Context-aware domain adaptation for time series anomaly detection (2023).

Model Context Protocols in Adaptive Transport Systems: A Survey Context-aware domain adaptation for time series anomaly detection (2023)

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.995488Z

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=2026-08-05T15:50:39.553796Z digest=sha256:152d43888c79b1ad894858b738306b0ab631f982d2f98c8c41b72cfde0c51c8c

Observation c6997ab9-a1de-4c34-9735-dba7b8bd481b · outbound

This paper cites Dynamic-fact: A dynamic framework for adaptive context-aware translation.

Model Context Protocols in Adaptive Transport Systems: A Survey Dynamic-fact: A dynamic framework for adaptive context-aware translation

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.976264Z

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=2026-08-05T15:50:39.558923Z digest=sha256:6541de678ea5885ecc4ab0310a34323c320f1354c9ef928b44d1a243c3711d10

Observation 33b94f04-9b42-4f80-9de7-17c44cbe5bcb · outbound

This paper cites Dynamic adaptation of networked reconfigurable systems.

Model Context Protocols in Adaptive Transport Systems: A Survey Dynamic adaptation of networked reconfigurable systems

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.957722Z

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=2026-08-05T15:50:39.563949Z digest=sha256:4954cf40bdc6c2c4514070d6bc9d380d7b9441cc6c002a23e485f98b751f96ab

Observation 81b9f75d-97f0-4710-9fb5-c6e46673cd5d · outbound

This paper cites Technical report, GovLoop and Ciena, 2020.

Model Context Protocols in Adaptive Transport Systems: A Survey Technical report, GovLoop and Ciena, 2020

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.939315Z

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=2026-08-05T15:50:39.568828Z digest=sha256:5445f6cd390216b9dfab04d427c93a2fb60f6c6452fda49cc86988bf96b4e550

Observation d5111973-8eb6-4121-bb31-f189b8497e25 · outbound

This paper cites Smart moves: Transforming urban transit with unified access systems, 2025.

Model Context Protocols in Adaptive Transport Systems: A Survey Smart moves: Transforming urban transit with unified access systems, 2025

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.911685Z

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=2026-08-05T15:50:39.574416Z digest=sha256:18bfb67ab03e3c0c06833e88416934f332d4e9f08ef3a08ffb346d13927eb0b7

Observation 78e957a4-ca97-4721-9b7b-84134bd6dd60 · outbound

This paper cites The transport layer: tutorial and survey.

Model Context Protocols in Adaptive Transport Systems: A Survey The transport layer: tutorial and survey

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.886317Z

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=2026-08-05T15:50:39.579657Z digest=sha256:1e42618281c69ca3088c2ddcbff5d723cc1f84808eb127306af9fdd0d84e9da6

Observation 636ba335-e4d4-47d1-b58b-8923ed638ec0 · outbound

This paper cites Why are standardization and protocols crucial in data communication and networking?, 2025.

Model Context Protocols in Adaptive Transport Systems: A Survey Why are standardization and protocols crucial in data communication and networking?, 2025

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.859672Z

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=2026-08-05T15:50:39.586477Z digest=sha256:a31319df2635fb0cec6f4e160c025ef6f410bf2d1e68dd32e13089a90560c3b7

Observation a6cd2399-a1ae-4a6d-b345-1c70a154b15e · outbound

This paper cites Communication protocol, 2025.

Model Context Protocols in Adaptive Transport Systems: A Survey Communication protocol, 2025

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.832480Z

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=2026-08-05T15:50:39.592447Z digest=sha256:e1c6d608fc6a759af4d6f60d737ecc726d76894579d4f328dff7866344c0d4cc

Observation 6b8d4bac-31f4-473a-8f96-99646f9ad14a · outbound

This paper cites Adaptive placement for in-memory storage functions.

Model Context Protocols in Adaptive Transport Systems: A Survey Adaptive placement for in-memory storage functions

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.804626Z

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=2026-08-05T15:50:39.598518Z digest=sha256:74b02d3dfedf513151390f39a5b6ff9a5290402639aa25426a8aaa5a1ebb3bb6

Observation bf85a1d5-ba81-4201-a49d-6caa1bc44fbc · outbound

This paper cites Decentralized application- level adaptive scheduling for multi-instance dnns on open mobile devices.

Model Context Protocols in Adaptive Transport Systems: A Survey Decentralized application- level adaptive scheduling for multi-instance dnns on open mobile devices

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.776417Z

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=2026-08-05T15:50:39.604613Z digest=sha256:9204f2c4d6625bd25180fdc861ba3cd2c9ed8cc6f3c1f51c4e1aef1705593587

Observation 4d8f978e-3c18-4b35-90b1-b52307bba88f · outbound

This paper cites Semantic representation of context model.

Model Context Protocols in Adaptive Transport Systems: A Survey Semantic representation of context model

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.757156Z

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=2026-08-05T15:50:39.610684Z digest=sha256:4daa67c2de707388cfaf25d515170866728d17e7fcee8a1de97a2f0f9c8872fd

Observation 453f5205-6b4e-48dd-814d-6d9d47d7ecb0 · outbound

This paper cites Contextml: A light-weight context representation and context management schema.

Model Context Protocols in Adaptive Transport Systems: A Survey Contextml: A light-weight context representation and context management schema

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.737729Z

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=2026-08-05T15:50:39.615772Z digest=sha256:37a8631afedbe99885c091afe59d72ca116bfecc843fe8de2f18775cc99a1de7

Observation d5e6f3c4-8868-4b3c-8469-87023649d9b8 · outbound

This paper cites Proceedings of the Tenth International Conference on Creative Content Technologies (CONTENT 2018) , Barcelona, Spain, February 18–22 2018.

Model Context Protocols in Adaptive Transport Systems: A Survey Proceedings of the Tenth International Conference on Creative Content Technologies (CONTENT 2018) , Barcelona, Spain, February 18–22 2018

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.704464Z

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=2026-08-05T15:50:39.622315Z digest=sha256:d33dc7d069517d39879c84f8209c3f8ac103a980b0a2bfd39315b2b4168496e0

Observation 9750f537-17ed-43b1-9d77-264f4a2ba299 · outbound

This paper cites Model context protocol (mcp) an overview, 2025.

Model Context Protocols in Adaptive Transport Systems: A Survey Model context protocol (mcp) an overview, 2025

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.672112Z

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=2026-08-05T15:50:39.628488Z digest=sha256:a8e0e430887ddc88d96644a9493523399f9966b13c0b9288dda7221ab1e2c602

Observation c2844e99-ff34-4f7c-ac4f-1fa268a204e5 · outbound

This paper cites Contextual metadata in practice.

Model Context Protocols in Adaptive Transport Systems: A Survey Contextual metadata in practice

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.628618Z

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=2026-08-05T15:50:39.633596Z digest=sha256:6f476c917c62d6cc2d439738014106a08769ab59a82e68180a246eefa6c1493b

Observation fa42bd36-3b80-424c-a620-7f1d617fab34 · outbound

This paper cites The rapid proliferation of large-language-model services is constrained by three long-standing barriers: stateless integration interfaces,.

Model Context Protocols in Adaptive Transport Systems: A Survey The rapid proliferation of large-language-model services is constrained by three long-standing barriers: stateless integration interfaces,

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.588720Z

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=2026-08-05T15:50:39.639223Z digest=sha256:14a784777f67c8a5d9088785dd876e777c125555ccbed11cbb8ac4004c7dfd6d

Observation 6275daab-8e34-4ab0-82ff-c7343a9a9935 · outbound

This paper cites Eghan, Manel Grichi, William G.

Model Context Protocols in Adaptive Transport Systems: A Survey Eghan, Manel Grichi, William G

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.557768Z

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=2026-08-05T15:50:39.650139Z digest=sha256:4780e185254f6b8c92da559f7bfcbaa9e6f845239f08f1669827e800c1a79e93

Observation 3e81346f-14b4-46ff-aeac-8316761f90c9 · outbound

This paper cites paper-search-mcp: A mcp for searching and downloading academic papers from multiple sources like arxiv, pubmed, biorxiv, etc.

Model Context Protocols in Adaptive Transport Systems: A Survey paper-search-mcp: A mcp for searching and downloading academic papers from multiple sources like arxiv, pubmed, biorxiv, etc

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.536578Z

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=2026-08-05T15:50:39.655738Z digest=sha256:1e05d4ee321e22196a06ee54ac4dcdbd8297b383cd00ccfb4d9bef5a773122e7

Observation 2beb3abc-4136-4e49-9888-1b1792404b9b · outbound

This paper cites Scalable mcp server-client architecture with fastmcp in microservices.

Model Context Protocols in Adaptive Transport Systems: A Survey Scalable mcp server-client architecture with fastmcp in microservices

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.515434Z

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=2026-08-05T15:50:39.660925Z digest=sha256:b24d4d20d3eff2bb55949912feba7a734a3ff54292f4197b55e9ebb76ba882d8

Observation af1736a2-c0f2-4baa-af55-efbed42c6ea6 · outbound

This paper cites Context-aware systems: A literature review and classification.

Model Context Protocols in Adaptive Transport Systems: A Survey Context-aware systems: A literature review and classification

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.484795Z

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=2026-08-05T15:50:39.666411Z digest=sha256:e527b5a413a7a02c508a4a2ae9278b38ef2f01df7e135a08ffa4bb892b0875c4

Observation cf0dd871-9324-4d35-92a8-eef36d52df63 · outbound

This paper cites Understanding and using context.

Model Context Protocols in Adaptive Transport Systems: A Survey Understanding and using context

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.458941Z

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=2026-08-05T15:50:39.672363Z digest=sha256:135a3e51f47ebbf25876b121e105fa6af025543dc9170de82eb815ee08361f9c

Observation d0b1fd64-8478-4d61-8dca-0d283e4a473c · outbound

This paper cites Deep learning sensor fusion for autonomous vehicle perception and localization: A review.

Model Context Protocols in Adaptive Transport Systems: A Survey Deep learning sensor fusion for autonomous vehicle perception and localization: A review

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.429254Z

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=2026-08-05T15:50:39.677610Z digest=sha256:76f5dbda7a3050ac79005077c15157ad82b1ac1ae6fa8b6404d75f26901f8290

Observation 525a2ae4-b881-4585-9dee-b0c0a4dfc65d · outbound

This paper cites A comparative review on multi-modal sensors fusion based on deep learning.

Model Context Protocols in Adaptive Transport Systems: A Survey A comparative review on multi-modal sensors fusion based on deep learning

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.396267Z

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=2026-08-05T15:50:39.682366Z digest=sha256:dbdcca220d0b046fe06559c5dc4307411909d753a5d1daf3711df8ee4da7b474

Observation cf07ba14-b2ad-4fd1-9a30-b91a17858314 · outbound

This paper cites Perception and sensing for autonomous vehicles under adverse weather conditions: A survey.

Model Context Protocols in Adaptive Transport Systems: A Survey Perception and sensing for autonomous vehicles under adverse weather conditions: A survey

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.373172Z

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=2026-08-05T15:50:39.687407Z digest=sha256:2fb4630e350f28789a28f03329eb5213a0b84187582b1c8bd4727dd6d3eb65b9

Observation c801b249-183f-4d3b-bfbe-2bbae2c1924a · outbound

This paper cites A survey and framework of cooperative perception: From heterogeneous singleton to hierarchical cooperation.

Model Context Protocols in Adaptive Transport Systems: A Survey A survey and framework of cooperative perception: From heterogeneous singleton to hierarchical cooperation

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.333564Z

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=2026-08-05T15:50:39.693640Z digest=sha256:0188b99bdc63fe11ca5aee8b3d60aafaaf8c3884db6dcd21d80f7b2107bc5025

Observation 2c10aaff-fec6-42a9-91f5-40cec6c06bd0 · outbound

This paper cites Toward autonomous vehicles: A survey on cooperative vehicle-infrastructure system.

Model Context Protocols in Adaptive Transport Systems: A Survey Toward autonomous vehicles: A survey on cooperative vehicle-infrastructure system

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.303814Z

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=2026-08-05T15:50:39.699149Z digest=sha256:a1766a1d794fb53befce1ddc3b7d7cfde849d81561907bdb699e11e25af8b028

Observation 54efe7a3-84fc-478c-9b13-c72682de2472 · outbound

This paper cites Mobile edge computing for v2x architectures and applications: A survey.

Model Context Protocols in Adaptive Transport Systems: A Survey Mobile edge computing for v2x architectures and applications: A survey

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.277935Z

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=2026-08-05T15:50:39.705866Z digest=sha256:cdc0efc2aa828638920081914809906eff729fff85c21437f9536cf118050406

Observation e8d3424a-3a20-419f-a083-9ad927b70de4 · outbound

This paper cites A survey on vehicular task offloading: Classification, issues, and challenges.

Model Context Protocols in Adaptive Transport Systems: A Survey A survey on vehicular task offloading: Classification, issues, and challenges

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.240974Z

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=2026-08-05T15:50:39.711710Z digest=sha256:b0406c59784dc6477f7f0f0a44bd816c3f66b952baab4645b2b9242fe185e447

Observation 4edfaef1-1ee2-4760-84b2-9d9190754876 · outbound

This paper cites Vehicle-to-everything (v2x) in the autonomous vehicles domain– a technical review of communication, sensor, and ai technologies for road user safety.

Model Context Protocols in Adaptive Transport Systems: A Survey Vehicle-to-everything (v2x) in the autonomous vehicles domain– a technical review of communication, sensor, and ai technologies for road user safety

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.210268Z

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=2026-08-05T15:50:39.718096Z digest=sha256:25a182648cd5aa3b4b27776048a216aaa0b710e374989539fdc9b82a0dfea64e

Observation fd90d7c2-b56c-4412-b69a-bb7affe6472d · outbound

This paper cites Feature pyramid bilstm: Using smartphone sensors for transportation mode detection.

Model Context Protocols in Adaptive Transport Systems: A Survey Feature pyramid bilstm: Using smartphone sensors for transportation mode detection

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.188549Z

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=2026-08-05T15:50:39.723761Z digest=sha256:6decab54dccd15b6db6ed9750132a1d9d863dfbfe4ec39f1337199059e8ca8b9

Observation 18ad3d5d-f229-46b5-992e-5104ce16f074 · outbound

This paper cites A survey on local transport mode detection on the edge of the network.

Model Context Protocols in Adaptive Transport Systems: A Survey A survey on local transport mode detection on the edge of the network

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.166861Z

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=2026-08-05T15:50:39.731167Z digest=sha256:e56a88be298ce0c132ba33f9b41531922d5bbb4021a1d703989776b6d575671b

Observation a21e6b81-6c29-4b59-b356-0e7da039923f · outbound

This paper cites Review and evaluation of methods in transport mode detection based on gps tracking data.

Model Context Protocols in Adaptive Transport Systems: A Survey Review and evaluation of methods in transport mode detection based on gps tracking data

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.138051Z

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=2026-08-05T15:50:39.737469Z digest=sha256:6d6c9290af693cd3719e47995eb81ae1b243880984fa0dac269603332ef54ed7

Observation db9e1a78-ee45-424d-abcf-53502183b705 · outbound

This paper cites A survey on vision-based driver distraction analysis.

Model Context Protocols in Adaptive Transport Systems: A Survey A survey on vision-based driver distraction analysis

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.109786Z

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=2026-08-05T15:50:39.742941Z digest=sha256:9389420d3460f99fc56bc67e50fe4f878e75dfc984ec58b862749ab1b04ff476

Observation 413aca8b-e650-4196-b5e4-7c600943e942 · outbound

This paper cites Mental models of driver monitoring systems: perceptions of monitoring capabilities in an online us-based sample.

Model Context Protocols in Adaptive Transport Systems: A Survey Mental models of driver monitoring systems: perceptions of monitoring capabilities in an online us-based sample

Reference 81

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.084524Z

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=2026-08-05T15:50:39.749889Z digest=sha256:b294b4c21eeb0f1e3c6fb5405421947b51082d189e0027592d2fbc5b28928994

Observation 2df8333d-986e-4621-8146-d68e08e59d5b · outbound

This paper cites Pedestrian intention prediction for autonomous vehicles: A comprehensive survey.

Model Context Protocols in Adaptive Transport Systems: A Survey Pedestrian intention prediction for autonomous vehicles: A comprehensive survey

Reference 82

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.054332Z

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=2026-08-05T15:50:39.755431Z digest=sha256:249127afff17822fda78df738c9ebe13915273b4b5fe5df24167bd555787994e

Observation aad962d6-33dd-4f5d-b11c-fcc624bb16a3 · outbound

This paper cites Pedestrian intention estimation and trajectory prediction based on data and knowledge-driven method.

Model Context Protocols in Adaptive Transport Systems: A Survey Pedestrian intention estimation and trajectory prediction based on data and knowledge-driven method

Reference 83

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:41.028897Z

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=2026-08-05T15:50:39.760493Z digest=sha256:5934437d55a8b646fe6fd9cefd51bf6c1df2b6b25d48eda2f58bca7d9e59e709

Observation f37f9506-fc07-476a-8ef1-bfbff2c5080d · outbound

This paper cites A comprehensive review of deep learning techniques for interaction- aware trajectory prediction in urban autonomous driving.

Model Context Protocols in Adaptive Transport Systems: A Survey A comprehensive review of deep learning techniques for interaction- aware trajectory prediction in urban autonomous driving

Reference 84

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:40.997112Z

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=2026-08-05T15:50:39.767399Z digest=sha256:d3bc078df358c41d048966d86a83a97ff950b71363393610d3754bc0f8fb92f8

Observation 8638f026-a098-436b-8691-80a6519c5d19 · outbound

This paper cites A survey of autonomous vehicle behaviors: Trajectory planning algorithms, sensed collision risks, and user expectations.

Model Context Protocols in Adaptive Transport Systems: A Survey A survey of autonomous vehicle behaviors: Trajectory planning algorithms, sensed collision risks, and user expectations

Reference 85

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:40.973699Z

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=2026-08-05T15:50:39.772565Z digest=sha256:7eaa8bc645f65c7ab0b8db8e6eba91081f426d3244697ee35a86e4cf69734019

Observation 696ea921-ddaa-417d-94e5-e9ea0233a7f4 · outbound

This paper cites Transport behavior-mining from smartphones: a review.

Model Context Protocols in Adaptive Transport Systems: A Survey Transport behavior-mining from smartphones: a review

Reference 86

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:40.952613Z

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=2026-08-05T15:50:39.778210Z digest=sha256:c81d350b79d66d89a00db4f512dbce16ca2692f4bf6b08ad5759431b2fbe6f82

Observation b90b45a0-8cf6-4435-81c0-cf5645f245e9 · outbound

This paper cites A comprehensive survey on sdn and blockchain-based secure vehicular networks.

Model Context Protocols in Adaptive Transport Systems: A Survey A comprehensive survey on sdn and blockchain-based secure vehicular networks

Reference 87

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:40.928949Z

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=2026-08-05T15:50:39.783256Z digest=sha256:0e65fdd4c7794891f6e7a28cf9d846f6cddae02cd36a0b3abf3778294ca1bf15

Observation 89883bc2-2cb9-49c6-8644-8237bd9caed0 · outbound

This paper cites In-band network telemetry: A survey.

Model Context Protocols in Adaptive Transport Systems: A Survey In-band network telemetry: A survey

Reference 88

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:40.898045Z

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=2026-08-05T15:50:39.788577Z digest=sha256:511f097fd941e7c58e1c70b9390b2dad53c44b70be56e3b35193c22996c503d1

Observation 5c22790f-8b43-4168-85b1-89a9881b5941 · outbound

This paper cites Routing protocols in vehicular adhoc networks (vanets): A comprehensive survey.

Model Context Protocols in Adaptive Transport Systems: A Survey Routing protocols in vehicular adhoc networks (vanets): A comprehensive survey

Reference 89

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:40.872530Z

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=2026-08-05T15:50:39.793813Z digest=sha256:3b527c146ffadae5a4cae0e30b4dbd65458e3e239b53cd792f7921df3518bca0

Observation d615fae4-ff2c-426d-86db-e75f84c9b5ca · outbound

This paper cites Graph neural network for traffic forecasting: A survey.Expert systems with applications, 207:117921, 2022.

Model Context Protocols in Adaptive Transport Systems: A Survey Graph neural network for traffic forecasting: A survey.Expert systems with applications, 207:117921, 2022

Reference 90

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:40.840359Z

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=2026-08-05T15:50:39.799906Z digest=sha256:b07de68d4eefa9f493ecef023d1d0a05d80d157d9f2e1e8a04bce16f156a500c

Observation 7db1e744-524a-41b9-b01c-06b0a286e300 · outbound

This paper cites Enhancement of traffic forecasting through graph neural network-based information fusion techniques.

Model Context Protocols in Adaptive Transport Systems: A Survey Enhancement of traffic forecasting through graph neural network-based information fusion techniques

Reference 91

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:40.818689Z

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=2026-08-05T15:50:39.804617Z digest=sha256:93113610b4a34552a9f37280dc71150b2f3b2dbe7872701c40e8ae2dbb7c446f

Observation c73c03c7-5ce7-4f29-a07c-f43ad17da824 · outbound

This paper cites Software-defined networking in vehicular networks: A survey.

Model Context Protocols in Adaptive Transport Systems: A Survey Software-defined networking in vehicular networks: A survey

Reference 92

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:40.794094Z

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=2026-08-05T15:50:39.810419Z digest=sha256:dde75622d3deea7353a47ba809b705ffe08af00d099e101474c20033d39ff5ba

Observation 47b2635f-bab5-4cf7-ab5f-d855168d4d10 · outbound

This paper cites Edge computing for vehicle to everything: a short review.

Model Context Protocols in Adaptive Transport Systems: A Survey Edge computing for vehicle to everything: a short review

Reference 93

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:40.771857Z

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=2026-08-05T15:50:39.816369Z digest=sha256:3f52c3161dd679ace2989a53c41ca6fb86c4be6cdc926484135a45dfd07d9754

Observation da639298-bc39-4af9-a6bd-7a693b8d755f · outbound

This paper cites Edge computing based applications in vehicular environments: Comparative study and main issues.

Model Context Protocols in Adaptive Transport Systems: A Survey Edge computing based applications in vehicular environments: Comparative study and main issues

Reference 94

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:40.741832Z

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=2026-08-05T15:50:39.821624Z digest=sha256:6572119a9b85e0a15aa475d73baee7ea343f414e711306bb9d005de0a4e0a236

Observation 3bb47796-0c34-4636-b972-c9d220c10be9 · outbound

This paper cites Model Context Protocol (MCP): Landscape, Security Threats, and Future Research Directions.

Model Context Protocols in Adaptive Transport Systems: A Survey Model Context Protocol (MCP): Landscape, Security Threats, and Future Research Directions

Reference 95

Resolution
unresolved
no resolver link, observed 2026-08-05T15:50:39.826599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:50:39.826599Z digest=sha256:dbb04f27eeef0ef50e599ffec317c1b586086f1749a3925ec27655f95c0e4be8

Observation 553ec84f-0191-4c37-927d-87c9f2ba7b04 · outbound

This paper cites Inside the mcp protocol: Revolutionizing data communication and system interoperability.World Journal of Advanced Research and Reviews , 26(1):3055–3071, 2025.

Model Context Protocols in Adaptive Transport Systems: A Survey Inside the mcp protocol: Revolutionizing data communication and system interoperability.World Journal of Advanced Research and Reviews , 26(1):3055–3071, 2025

Reference 96

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:40.712603Z

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=2026-08-05T15:50:39.832573Z digest=sha256:0c9481b709012a279a2ef7fc93b9c7398ed4663f1b251d520a4a61d7fb2aaa66

Observation 44570db6-97f0-4476-be74-3b043f6b3615 · outbound

This paper cites Unified world models: Coupling video and action diffusion for pretraining on large robotic datasets, 2025.

Model Context Protocols in Adaptive Transport Systems: A Survey Unified world models: Coupling video and action diffusion for pretraining on large robotic datasets, 2025

Reference 97

Resolution
unresolved
no resolver link, observed 2026-08-05T15:50:39.837640Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:50:39.837640Z digest=sha256:8b2758c091d9be6acc57756558d007ad3597dbebef6298c76835f0f4e58391ad

Observation cb9d6488-8006-4680-824d-63a30949e1c7 · outbound

This paper cites A Survey of Network Protocol Fuzzing: Model, Techniques and Directions.

Model Context Protocols in Adaptive Transport Systems: A Survey A Survey of Network Protocol Fuzzing: Model, Techniques and Directions

Reference 98

Resolution
verified exact
local_arxiv, observed 2026-08-05T15:50:39.991571Z

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=2026-08-05T15:50:39.843803Z digest=sha256:b47968ef8779819aaf666b01e0538cf970e8f5ec5e7094ef8688c9bf7c8312f0

Observation 2bde9e06-d438-429b-80c3-e32fdad3da80 · outbound

This paper cites A survey of the model context protocol (mcp): Standardizing context to enhance large language models (llms).

Model Context Protocols in Adaptive Transport Systems: A Survey A survey of the model context protocol (mcp): Standardizing context to enhance large language models (llms)

Reference 99

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:40.676775Z

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=2026-08-05T15:50:39.849727Z digest=sha256:88f932aea55fa689308e8f5dfba6c41f389b3bfeb8fe8866dd78a0068ae6aea0

Observation c67d7c75-1cf3-4590-bfc6-5e99a5f4c72f · outbound

This paper cites A survey on concept drift adaptation.

Model Context Protocols in Adaptive Transport Systems: A Survey A survey on concept drift adaptation

Reference 100

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:40.656319Z

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=2026-08-05T15:50:39.855386Z digest=sha256:badcf55c5552a27ab4635394b3512b92a623420703aca8b9458529789eff0456

Observation 129a0a8d-122a-4ccc-9db2-791cc6fb5f00 · outbound

This paper cites Network survey, 2025.

Model Context Protocols in Adaptive Transport Systems: A Survey Network survey, 2025

Reference 101

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:50:40.637820Z

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=2026-08-05T15:50:39.860787Z digest=sha256:bb2a28fb5dea6feed362c94975118a12d6204f43afabee13c4d3f950a1d54027

Pith citing papers

Observation 5138ee2b-150a-417a-97f7-f68c40183301 · inbound

Model Context Protocol (MCP) Tool Descriptions Are Smelly! Towards Improving AI Agent Efficiency with Augmented MCP Tool Descriptions cites this paper.

Model Context Protocol (MCP) Tool Descriptions Are Smelly! Towards Improving AI Agent Efficiency with Augmented MCP Tool Descriptions Model Context Protocols in Adaptive Transport Systems: A Survey

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-02T23:04:28.331843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T23:04:28.331843Z digest=sha256:3f01be41bd3e20ff7a15db8a64e4bbd9f5db894eda4e5f7be813895e61794a16