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Paper Citation Record · LEDGER

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept

As of 15 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 0 inbound Pith citation observations for arXiv:2608.09144.

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

pith.paper-citation-record.v1
2608.09144 v1

Coverage vector

measured 55 of 55 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T22:43:36.106882Z

measured 55 of 55 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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

55 of 55 outbound references displayed

  • verified exact6
  • verified fuzzy36
  • unresolved12
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8d724fd6-ae90-4133-bd38-3a19ea42ee52 · outbound

This paper cites (2025) Road traffic injuries.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept (2025) Road traffic injuries

Reference 1

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 2fc22f88-a604-4338-9df7-5578aee0c252 · outbound

This paper cites Efficient and energy-saving cooperative motion planning for multiple connected and autonomous vehicles at unsignalized intersections,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Efficient and energy-saving cooperative motion planning for multiple connected and autonomous vehicles at unsignalized intersections,

Reference 2

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation f252a74b-e9e3-4cbb-80c5-9b3058a41ed9 · outbound

This paper cites The Impact of Building-Induced Visibility Restrictions on Intersection Accidents.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept The Impact of Building-Induced Visibility Restrictions on Intersection Accidents

Reference 3

Resolution
verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation fee6773d-c73a-4adc-9633-7d8bdcfa2a6d · outbound

This paper cites an unresolved cited work.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Unresolved cited work

Reference 4

Resolution
verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 0d265a86-4db9-4ab3-b80f-8f9e3593d43e · outbound

This paper cites Digital twin-based cooperative autonomous driving in smart intersections: A multi-agent reinforcement learning approach,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Digital twin-based cooperative autonomous driving in smart intersections: A multi-agent reinforcement learning approach,

Reference 5

Resolution
verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 70789e58-fc33-4825-89a4-1c8fb1f3c30c · outbound

This paper cites Augmented intelligence in smart inter- sections: Local digital twins-assisted hybrid autonomous driving,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Augmented intelligence in smart inter- sections: Local digital twins-assisted hybrid autonomous driving,

Reference 6

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 8895ef82-ad55-4e40-8472-055f60e5b56c · outbound

This paper cites Study of the thrust response characteristics of hall micro thruster,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Study of the thrust response characteristics of hall micro thruster,

Reference 7

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:43:32.194738Z digest=sha256:38437b3b468d1c287eb7cbc6fc9e44a4a225133c777b8b989ea1ddb04be388d6

Observation 49741bf5-429e-47d9-a09c-a05fc3fe3203 · outbound

This paper cites Exploring shared perception and control in cooperative vehicle-intersection systems: A re- view,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Exploring shared perception and control in cooperative vehicle-intersection systems: A re- view,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:43:42.865785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation cec93074-f6b4-4162-a3de-f0efb2047626 · outbound

This paper cites Reinforcement learning-based edge server placement in the intelligent internet of vehicles environment,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Reinforcement learning-based edge server placement in the intelligent internet of vehicles environment,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:43:42.828342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 9654a15a-614d-4be7-8f15-841e7077bc84 · outbound

This paper cites Smart mobility digital twin based automated vehicle navigation system: A proof of concept,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Smart mobility digital twin based automated vehicle navigation system: A proof of concept,

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-11T22:43:32.479112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 25f5a3a4-e867-4f7d-909e-d15039f78a12 · outbound

This paper cites An aiot-enabled digital twin cavs with a drl-based framework for trajectory planning,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept An aiot-enabled digital twin cavs with a drl-based framework for trajectory planning,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:43:42.554831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation f7dd3b83-1fd7-4db7-a065-60ba0ca6a13a · outbound

This paper cites Optimizing computational efficiency in autonomous vehicles: Integrative edge and cloud computing strategies in vehicular networks,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Optimizing computational efficiency in autonomous vehicles: Integrative edge and cloud computing strategies in vehicular networks,

Reference 12

Resolution
metadata mismatch
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:43:32.524729Z digest=sha256:1efc8cabb67de05818bebcb3044dceadd243d7d747a6469d80c5ee2ae67dd3f0

Observation 1aa8081b-2b19-497a-bc0c-a6086484d944 · outbound

This paper cites Non-cooperative and cooperative driving strategies at unsignalized intersections: A robust differential game approach,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Non-cooperative and cooperative driving strategies at unsignalized intersections: A robust differential game approach,

Reference 13

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:43:32.575060Z digest=sha256:47b7f47224ff6ad1e8a5f40e9530e6c0e34069c36548aeaf040dd222e59eaaa0

Observation db3b6b22-dfcd-4b5c-acdf-5f9f582c2925 · outbound

This paper cites Cooperative Driving of Connected Autonomous Vehicles in Heterogeneous Mixed Traffic: A Game Theoretic Approach.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Cooperative Driving of Connected Autonomous Vehicles in Heterogeneous Mixed Traffic: A Game Theoretic Approach

Reference 14

Resolution
verified exact
local_arxiv, observed 2026-08-11T22:43:37.321032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:43:32.615049Z digest=sha256:747d9611ba17e9af72849d81e5761e6e747e99c22fa253a3df73bacf6579c970

Observation 42001df3-8337-4eeb-a9f6-9cf48cc68a13 · outbound

This paper cites A virtual spring strategy for cooperative control of connected and automated vehicles at signal-free intersections,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept A virtual spring strategy for cooperative control of connected and automated vehicles at signal-free intersections,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:43:42.303298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:43:32.654848Z digest=sha256:977fcb0ad1794d78d148a88f5264636ff9ad3a1fd80e71c17db6a4530a12a6d7

Observation debbcc69-0650-490f-83fa-0441e7d2fc9b · outbound

This paper cites Driving behavior model for multi-vehicle interaction at uncontrolled intersections based on risk field considering drivers’ visual field characteristics,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Driving behavior model for multi-vehicle interaction at uncontrolled intersections based on risk field considering drivers’ visual field characteristics,

Reference 16

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:43:32.704749Z digest=sha256:c8ef3c2bb91c5f1289eea8ff49e4fd59564ee3a9485ce60a09d5cd12e4ae9128

Observation b3da51d1-8f1b-470a-ad89-9af33b5de3b2 · outbound

This paper cites Collaborative decision making with hybrid deep reinforcement learning for connected and autonomous vehicles in mixed traffic,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Collaborative decision making with hybrid deep reinforcement learning for connected and autonomous vehicles in mixed traffic,

Reference 17

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:43:32.744740Z digest=sha256:0490116264d7b03a43c80427c3d01c945221a7aad56404b74a2a32f1b09f95f2

Observation 8d802af1-3987-4737-9cb7-207e5ecf15e6 · outbound

This paper cites Cooperative decision- making for cavs at unsignalized intersections: A marl approach with attention and hierarchical game priors,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Cooperative decision- making for cavs at unsignalized intersections: A marl approach with attention and hierarchical game priors,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:43:41.888297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:43:32.777016Z digest=sha256:b3439c614e3fc3180cbaa07b21710b833d232ad7ff8353022e71578bd192240a

Observation 41e301a5-45f2-443e-aaca-5af1da4cc0c3 · outbound

This paper cites Opencda-marl: A unified benchmarking framework for cooperative autonomous intersection man- agement with multi-agent reinforcement learning,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Opencda-marl: A unified benchmarking framework for cooperative autonomous intersection man- agement with multi-agent reinforcement learning,

Reference 19

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:43:32.939670Z digest=sha256:db76fc555eaeeb240c200225eb9fb9b8d64897306e2eea0c8c7af529103822b8

Observation 5f2e5e76-a17b-47ad-b7b5-e64b7d34952e · outbound

This paper cites Intnet: A communication- driven multi-agent reinforcement learning framework for cooperative autonomous driving,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Intnet: A communication- driven multi-agent reinforcement learning framework for cooperative autonomous driving,

Reference 20

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 051ee787-d604-4a26-bbfe-85d08e65a9ff · outbound

This paper cites Actor-Attention-Critic for Multi-Agent Reinforcement Learning.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Actor-Attention-Critic for Multi-Agent Reinforcement Learning

Reference 21

Resolution
unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:43:33.153653Z digest=sha256:2eca486836d90914551b5c2441a27b058409572525ea3153ebc8d27608caff6b

Observation ff9a6b32-4208-4219-8db7-8b44e1e17a44 · outbound

This paper cites Multi- lane unsignalized intersection cooperation strategy considering platoons formation in a mixed connected automated vehicles and connected human-driven vehicles environment,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Multi- lane unsignalized intersection cooperation strategy considering platoons formation in a mixed connected automated vehicles and connected human-driven vehicles environment,

Reference 22

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 741fd9d2-c15a-441a-ba94-a41d44283e56 · outbound

This paper cites Maximum platoon size for platoon-based cooperative signal-free control at intersections,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Maximum platoon size for platoon-based cooperative signal-free control at intersections,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:43:41.566197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:43:33.244748Z digest=sha256:82facfbe47baf164346d1498d8b9dda3d4079cec683336f4c9be4365fe493760

Observation ad1888fc-643f-44d7-840a-c1aef90bf1c1 · outbound

This paper cites Cooperative longitu- dinal driving and lane assignment strategy for left-turn connected and autonomous vehicles at signalized intersections with a contraflow left- turn lane,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Cooperative longitu- dinal driving and lane assignment strategy for left-turn connected and autonomous vehicles at signalized intersections with a contraflow left- turn lane,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:43:41.522824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 284c87b6-0c95-406a-9738-fbef9a7438ef · outbound

This paper cites Infrastructure-assisted cooperative driving and intersection management in mixed traffic conditions,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Infrastructure-assisted cooperative driving and intersection management in mixed traffic conditions,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:43:41.436918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:43:33.315686Z digest=sha256:29a1183122d2f0e7ccd9088ce6eb8acfb7d16e037f8b5420e34425f827c5896a

Observation 772e7259-4779-47c3-ac26-92ab8d09e73f · outbound

This paper cites Arow: V2x- based automated right-of-way algorithm for cooperative intersection management,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Arow: V2x- based automated right-of-way algorithm for cooperative intersection management,

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-11T22:43:33.364913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:43:33.364913Z digest=sha256:863e2f8c2fe17ddeef09ff3c1b5d1617f257253e71001d53531cfde42b054f77

Observation 4111fe10-76d0-4de5-8f8d-df743a52ae8d · outbound

This paper cites Digital twin empowered cooperative trajectory planning of platoon vehicles for collision avoidance with unexpected obstacles,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Digital twin empowered cooperative trajectory planning of platoon vehicles for collision avoidance with unexpected obstacles,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:43:41.334986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:43:33.414755Z digest=sha256:86d81331351f7d4e80583210408f8d06ff9f5fb45daa77a982faa5c4e1d9be0a

Observation a6f9160b-9899-426c-9991-d5a87df05e75 · outbound

This paper cites A digital twins- assisted multi-autonomous vehicle distributed collaborative path plan- ning algorithm with fidelity guarantee,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept A digital twins- assisted multi-autonomous vehicle distributed collaborative path plan- ning algorithm with fidelity guarantee,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:43:41.065600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:43:33.454746Z digest=sha256:60c623da8517e772f50ec23b49cca71f8aa8f5043964124dd198201d9fa51424

Observation 7e2816d9-885d-4159-9b45-3b340cd08cd9 · outbound

This paper cites A digital twin framework for physical-virtual integration in v2x- enabled connected vehicle corridors,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept A digital twin framework for physical-virtual integration in v2x- enabled connected vehicle corridors,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:43:40.736676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:43:33.486442Z digest=sha256:e0a299d472fd489e6e76a254901535c698b22403b7718007575df4a161359ae7

Observation f76b21d1-bbc1-49c4-80de-ce94c054953f · outbound

This paper cites Digital twin-based driver risk-aware predictive mobility analytics for real-time situational awareness through cooperative sens- ing,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Digital twin-based driver risk-aware predictive mobility analytics for real-time situational awareness through cooperative sens- ing,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:43:40.665078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:43:33.534757Z digest=sha256:8d95f208e7f9007b0bd260b4f44dbcda6798f2fe9be4f8e2a4dc5911265d5bbe

Observation 8386be35-6731-4e70-84f9-f16c88f58553 · outbound

This paper cites Internet of federated digital twins: Connecting twins beyond borders for society 5.0,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Internet of federated digital twins: Connecting twins beyond borders for society 5.0,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:43:40.349615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:43:33.655641Z digest=sha256:7d15104aae80d473f847d9b6c3c0a236daa66d2b3dcf579416bcbb25d963b51b

Observation cd9978d3-9c81-499a-bdd4-a430e95fb3d0 · outbound

This paper cites Enhanced Cooperative Perception for Autonomous Vehicles Using Imperfect Communication.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Enhanced Cooperative Perception for Autonomous Vehicles Using Imperfect Communication

Reference 32

Resolution
verified exact
local_arxiv, observed 2026-08-11T22:43:37.094761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:43:33.735466Z digest=sha256:d2a83fb82f9e08b8755aa98e824c1dce80594c2242b75399c9a83ced1142ebc1

Observation 69bd1f42-78ac-47eb-8edb-f0b33e02dc47 · outbound

This paper cites Architecting Digital Twins for Intelligent Transportation Systems.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Architecting Digital Twins for Intelligent Transportation Systems

Reference 33

Resolution
verified exact
local_arxiv, observed 2026-08-11T22:43:36.890606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:43:33.776416Z digest=sha256:e1b6a121c6ea34572222e18a873299e769a682de51beda54a92088c924bc2f27

Observation fed43acb-00c1-447f-9bf7-66be365a0e7e · outbound

This paper cites Resilient mmwave multi-hop multi-user massive relay mimo for 6g networks,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Resilient mmwave multi-hop multi-user massive relay mimo for 6g networks,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:43:40.302143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:43:33.824750Z digest=sha256:28de59177a5c7218359685288e48656249f55558dd3a2ad42632eb872ac4de07

Observation f42d284b-2302-46f8-a1f3-9b6bc9460f9d · outbound

This paper cites Digital twins for anomaly detection in the industrial internet of things: Conceptual architecture and proof-of-concept,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Digital twins for anomaly detection in the industrial internet of things: Conceptual architecture and proof-of-concept,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:43:40.187623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:43:33.864750Z digest=sha256:518a7e642cc2b5abc78e1852b994b570e577766e11da3a8e6ff289bbd5f03606

Observation 34d30308-d279-4243-8d78-deb9df50f6ee · outbound

This paper cites Sa-marl: Novel self-attention-based multi-agent reinforcement learning with stochastic gradient descent,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Sa-marl: Novel self-attention-based multi-agent reinforcement learning with stochastic gradient descent,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:43:39.984825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:43:33.896957Z digest=sha256:c82254771e99496ef0a83c6b4b61089f49a8f3671890643d461212e88101fc47

Observation 1ad52b75-70c0-45a9-a0d7-9a3cb959e2f4 · outbound

This paper cites Towards safe automated driving: Design of software-defined dynamic mmwave v2x networks and poc implementation,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Towards safe automated driving: Design of software-defined dynamic mmwave v2x networks and poc implementation,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:43:39.811109Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:43:33.944751Z digest=sha256:5bc18fe6c4fb2c3ef05423cc95160a579525e1d52c6f6569ef9ea7d97b39d88d

Observation 6708c5fe-c374-4e05-babe-50e1804cb24f · outbound

This paper cites Optimal control of markov processes with incomplete state information,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Optimal control of markov processes with incomplete state information,

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-11T22:43:33.984747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:43:33.984747Z digest=sha256:899dbb3f171c7b30dbb939d6f93bbf0081d627e016fcd9939d5a2f234eff96e7

Observation a182c606-c598-4f03-9bed-8f3e387126de · outbound

This paper cites The inD Dataset: A Drone Dataset of Naturalistic Road User Trajectories at German Intersections.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept The inD Dataset: A Drone Dataset of Naturalistic Road User Trajectories at German Intersections

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-11T22:43:34.044750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:43:34.044750Z digest=sha256:f56e4736a4813dcfcb67b56ce7b9f5d9ee13507bb909dbd5a747c03590a3db74

Observation 5eaf836f-6273-4332-acac-c4644e7672f8 · outbound

This paper cites Conservative Q-Learning for Offline Reinforcement Learning.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Conservative Q-Learning for Offline Reinforcement Learning

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-11T22:43:34.204750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:43:34.204750Z digest=sha256:13d979ce675d016389f0585c24c985e79641ad0d252034494bd2461fdae55758

Observation cf0af965-1fae-4dc0-8553-8feff8f57710 · outbound

This paper cites Alvinn: An autonomous land vehicle in a neural network,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Alvinn: An autonomous land vehicle in a neural network,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:43:39.695896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:43:34.264763Z digest=sha256:c894385c311c5e8343477f14adf96a2236829633bf0d9cc66c42b39ad3a3d170

Observation 0793af37-7cad-471c-adf1-f435523673ed · outbound

This paper cites CARLA: An Open Urban Driving Simulator.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept CARLA: An Open Urban Driving Simulator

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-11T22:43:34.297695Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:43:34.297695Z digest=sha256:fc102a5c0d7c7b8534f2a703e303ec189100de8d6d45f61f0967b08da546afb2

Observation 538c582d-38e8-4422-98f1-c32f18376966 · outbound

This paper cites The surprising effectiveness of ppo in cooperative, multi-agent games,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept The surprising effectiveness of ppo in cooperative, multi-agent games,

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-11T22:43:34.340875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:43:34.340875Z digest=sha256:979933211363877ed605405ea75e16281ea82e90361486c16632908bf943bbf1

Observation 094b2851-0822-4649-b141-f2e1f6000946 · outbound

This paper cites High-Dimensional Continuous Control Using Generalized Advantage Estimation.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept High-Dimensional Continuous Control Using Generalized Advantage Estimation

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-11T22:43:34.634904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:43:34.634904Z digest=sha256:6035fcb5cd644caac1a7178cef4d0b5f80e70066854a00a279ad629b4cc3338c

Observation d523472f-5221-41b0-b0f6-03420ec80905 · outbound

This paper cites Multi- agent actor-critic for mixed cooperative-competitive environments,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Multi- agent actor-critic for mixed cooperative-competitive environments,

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-11T22:43:34.780638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:43:34.780638Z digest=sha256:672be97e0468e695a7d1064c7fef43de750d3a159b3044f21d4bece4f25b3af7

Observation d9aa79c0-9eb1-464d-8075-cb2de282369b · outbound

This paper cites Mixed motivation driven social multi-agent reinforcement learning for autonomous driving,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Mixed motivation driven social multi-agent reinforcement learning for autonomous driving,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:43:39.512487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:43:35.071935Z digest=sha256:40277832ea892a2b315cfdcd22174f092d2e4338817f1c7f8dcdc0d838fe8870

Observation da35c739-272f-45fe-a2e8-46896ff16353 · outbound

This paper cites Worst 1: Hiyodor- igoe intersection,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Worst 1: Hiyodor- igoe intersection,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:43:39.343603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:43:35.200149Z digest=sha256:3ab9a80e9763939fae0cb51d2af9a4cd31d9396ecefecdaa88bcbc67ad2ffbb3

Observation 5777a47b-6313-4605-b8ef-3d4f559f1e79 · outbound

This paper cites Driving in shikoku: Safety tips and inter- section guide,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Driving in shikoku: Safety tips and inter- section guide,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:43:39.212613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:43:35.539874Z digest=sha256:5d8a22f9a5f1f03ec88d9a69e75bbd5db838373b273a51a39ec0c37fa56a0713

Observation a29b0d0d-19a1-44af-9fe4-dfe85772bb5c · outbound

This paper cites (2022, August) Nationwide worst no.1 dangerous intersection in fukuoka: A detailed investigation! Accessed: 2025-10-06.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept (2022, August) Nationwide worst no.1 dangerous intersection in fukuoka: A detailed investigation! Accessed: 2025-10-06

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:43:39.054915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:43:35.944750Z digest=sha256:9af3eb822a965052ab68f774c6a9f50b11e84957ac8a321a71a68e720b36fea8

Observation fb3e13ca-3c80-4185-8a76-e5981f3ddb20 · outbound

This paper cites Het-sdvn: Sdn-based radio resource management of heterogeneous v2x for cooperative perception,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Het-sdvn: Sdn-based radio resource management of heterogeneous v2x for cooperative perception,

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:43:38.989039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:43:36.064796Z digest=sha256:b55450bd7fd5ce32ff21a367a65c01e7b882824ca7f0a81c3fb5a4efc0005c3f

Observation 194402d9-dfad-4acc-b991-17d3171c1d7a · outbound

This paper cites Architecture enhancements for v2x services,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Architecture enhancements for v2x services,

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:43:38.748057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:43:36.074059Z digest=sha256:5c2076a39016ce37ea063e5fd5b93b771dfd8212e5bd6707fd092706d307f51d

Observation 4fe81413-11e9-472a-8d62-55d46beeb66a · outbound

This paper cites V2x communications message set dictionary,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept V2x communications message set dictionary,

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:43:38.591477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:43:36.090489Z digest=sha256:4997d791ae2fefcb0eeadefaa96352aeec182a01edd731b2d276cb0b9e83e36c

Observation 3baaf7da-93cd-4369-aa81-93fadc3e4620 · outbound

This paper cites On-board system requirements for v2v safety communications,.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept On-board system requirements for v2v safety communications,

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T22:43:38.464746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-11T22:43:36.106882Z digest=sha256:bd8f05b4608383d98c803bd69caab3a5b0ed186e2628d25cdb9f4fe084cd8829

Observation 46b70cef-45f9-497f-99b0-b4be249440d5 · outbound

This paper cites Multi-Agent Actor-Critic for Mixed Cooperative-Competitive Environments.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Multi-Agent Actor-Critic for Mixed Cooperative-Competitive Environments

Reference 2020

Resolution
unresolved
no resolver link, observed 2026-08-11T22:43:34.925689Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:43:34.925689Z digest=sha256:78a9047cbdfd53c4b3c670359d72f473a9702824126ac98d66076e726c0fb9f4

Observation 776e82e8-3ccf-4ed2-bea0-68815646792c · outbound

This paper cites The Surprising Effectiveness of PPO in Cooperative, Multi-Agent Games.

How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept The Surprising Effectiveness of PPO in Cooperative, Multi-Agent Games

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-08-11T22:43:34.488588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T22:43:34.488588Z digest=sha256:4a8b65d887f19e92caa63080ce839b1ff0a7e0828963d50068d994657635a492

Pith citing papers

No inbound Pith citation observations are available.