Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T22:43:36.106882Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T22:43:36.106882Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
55 of 55 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 8d724fd6-ae90-4133-bd38-3a19ea42ee52 · outbound
How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept (2025) Road traffic injuries
Reference 1
Source-reported events for the cited work
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Observation 2fc22f88-a604-4338-9df7-5578aee0c252 · outbound
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
Source-reported events for the cited work
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Observation f252a74b-e9e3-4cbb-80c5-9b3058a41ed9 · outbound
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
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Observation fee6773d-c73a-4adc-9633-7d8bdcfa2a6d · outbound
How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Unresolved cited work
Reference 4
Source-reported events for the cited work
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Observation 0d265a86-4db9-4ab3-b80f-8f9e3593d43e · outbound
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
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Observation 70789e58-fc33-4825-89a4-1c8fb1f3c30c · outbound
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
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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,
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Observation 49741bf5-429e-47d9-a09c-a05fc3fe3203 · outbound
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
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Observation cec93074-f6b4-4162-a3de-f0efb2047626 · outbound
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
Source-reported events for the cited work
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Observation 9654a15a-614d-4be7-8f15-841e7077bc84 · outbound
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
Source-reported events for the cited work
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Observation 25f5a3a4-e867-4f7d-909e-d15039f78a12 · outbound
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
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.
Observation f7dd3b83-1fd7-4db7-a065-60ba0ca6a13a · outbound
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
Source-reported events for the cited work
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Observation 1aa8081b-2b19-497a-bc0c-a6086484d944 · outbound
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
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.
Observation db3b6b22-dfcd-4b5c-acdf-5f9f582c2925 · outbound
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
Source-reported events for the cited work
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Observation 42001df3-8337-4eeb-a9f6-9cf48cc68a13 · outbound
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
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.
Observation debbcc69-0650-490f-83fa-0441e7d2fc9b · outbound
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
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.
Observation b3da51d1-8f1b-470a-ad89-9af33b5de3b2 · outbound
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
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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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
Source-reported events for the cited work
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Observation 41e301a5-45f2-443e-aaca-5af1da4cc0c3 · outbound
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
Source-reported events for the cited work
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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
Source-reported events for the cited work
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Observation 051ee787-d604-4a26-bbfe-85d08e65a9ff · outbound
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
Source-reported events for the cited work
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Observation ff9a6b32-4208-4219-8db7-8b44e1e17a44 · outbound
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
Source-reported events for the cited work
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Observation 741fd9d2-c15a-441a-ba94-a41d44283e56 · outbound
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
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.
Observation ad1888fc-643f-44d7-840a-c1aef90bf1c1 · outbound
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
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.
Observation 284c87b6-0c95-406a-9738-fbef9a7438ef · outbound
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
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.
Observation 772e7259-4779-47c3-ac26-92ab8d09e73f · outbound
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
Source-reported events for the cited work
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Observation 4111fe10-76d0-4de5-8f8d-df743a52ae8d · outbound
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
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.
Observation a6f9160b-9899-426c-9991-d5a87df05e75 · outbound
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
Source-reported events for the cited work
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Observation 7e2816d9-885d-4159-9b45-3b340cd08cd9 · outbound
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
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.
Observation f76b21d1-bbc1-49c4-80de-ce94c054953f · outbound
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
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.
Observation 8386be35-6731-4e70-84f9-f16c88f58553 · outbound
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
Source-reported events for the cited work
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Observation cd9978d3-9c81-499a-bdd4-a430e95fb3d0 · outbound
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
Source-reported events for the cited work
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Observation 69bd1f42-78ac-47eb-8edb-f0b33e02dc47 · outbound
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
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Observation fed43acb-00c1-447f-9bf7-66be365a0e7e · outbound
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
Source-reported events for the cited work
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Observation f42d284b-2302-46f8-a1f3-9b6bc9460f9d · outbound
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
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Observation 34d30308-d279-4243-8d78-deb9df50f6ee · outbound
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
Source-reported events for the cited work
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Observation 1ad52b75-70c0-45a9-a0d7-9a3cb959e2f4 · outbound
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
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.
Observation 6708c5fe-c374-4e05-babe-50e1804cb24f · outbound
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
Source-reported events for the cited work
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Observation a182c606-c598-4f03-9bed-8f3e387126de · outbound
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
Source-reported events for the cited work
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Observation 5eaf836f-6273-4332-acac-c4644e7672f8 · outbound
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
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Observation cf0af965-1fae-4dc0-8553-8feff8f57710 · outbound
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
Source-reported events for the cited work
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Observation 0793af37-7cad-471c-adf1-f435523673ed · outbound
How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept CARLA: An Open Urban Driving Simulator
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 538c582d-38e8-4422-98f1-c32f18376966 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 094b2851-0822-4649-b141-f2e1f6000946 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d523472f-5221-41b0-b0f6-03420ec80905 · outbound
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
Source-reported events for the cited work
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Observation d9aa79c0-9eb1-464d-8075-cb2de282369b · outbound
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
Source-reported events for the cited work
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Observation da35c739-272f-45fe-a2e8-46896ff16353 · outbound
How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Worst 1: Hiyodor- igoe intersection,
Reference 47
Source-reported events for the cited work
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Observation 5777a47b-6313-4605-b8ef-3d4f559f1e79 · outbound
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
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.
Observation a29b0d0d-19a1-44af-9fe4-dfe85772bb5c · outbound
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
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.
Observation fb3e13ca-3c80-4185-8a76-e5981f3ddb20 · outbound
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
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.
Observation 194402d9-dfad-4acc-b991-17d3171c1d7a · outbound
How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept Architecture enhancements for v2x services,
Reference 51
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.
Observation 4fe81413-11e9-472a-8d62-55d46beeb66a · outbound
How Roadside Units Enhance Intersection Safety? Cooperative Autonomous Driving System Design and A Proof of Concept V2x communications message set dictionary,
Reference 52
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.
Observation 3baaf7da-93cd-4369-aa81-93fadc3e4620 · outbound
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
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.
Observation 46b70cef-45f9-497f-99b0-b4be249440d5 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 776e82e8-3ccf-4ed2-bea0-68815646792c · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.