Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T13:31:30.291888Z
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 7 inbound Pith citation observations for arXiv:2412.13238.
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 2026-08-11T13:31:30.291888Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-10T20:58:22.802312Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-09T20:16:29.465355Z
37 of 37 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation eec1f631-ee5e-461f-bda6-a27a30fbdbc1 · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models Towards the unified principles for level 5 autonomous vehicles,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 4e879c5b-f81f-42a6-9783-119cf95ad08d · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models Neural-fly enables rapid learning for agile flight in strong winds,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ef19439e-5088-40f7-a37e-d35869452f96 · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models A comprehensive survey on the application of deep and reinforcement learning approaches in autonomous driving,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a58b8ded-6aba-46cd-a719-779ae8220034 · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models Adaptive memory event triggered output feedback finite-time lane keeping control for autonomous heavy truck with roll prevention,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 39236ad2-399c-4af4-aaf0-297175e86eda · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models Agile But Safe: Learning Collision-Free High-Speed Legged Locomotion
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 04a57352-6e9f-45f0-81ce-e7661b913480 · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models Drive like a human: Rethinking autonomous driving with large language models,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3f37a25f-1d71-4d7d-b735-f21f0f70e2f7 · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models Receive, reason, and react: Drive as you say, with large language models in autonomous vehicles,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 6c2b0fbe-0b11-4e00-a3d1-570f8d3e4e54 · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models A survey on large language model based autonomous agents,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 76e70a9e-374a-4988-9e49-bfe008a58e64 · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models The highd dataset: A drone dataset of naturalistic vehicle trajectories on german highways for validation of highly automated driving systems,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 77c1a81d-ad47-46a9-bccb-26f3fe514995 · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models The ind dataset: A drone dataset of naturalistic road user trajectories at german intersections,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 9031e93d-1368-4c26-b886-1d43a5390bc7 · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models The round dataset: A drone dataset of road user trajectories at roundabouts in germany,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 3b934c85-f99e-4274-8930-afaef231a054 · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models A new integrated colli- sion risk assessment methodology for autonomous vehicles,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 455e32fe-1c5f-4327-96c3-f26c66b7b780 · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models A comparison of headway and time to collision as safety indicators,
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 472f12ba-25b6-4a17-9820-5adb4a254cec · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models Using time- to-react based on naturalistic traffic object behavior for scenario-based risk assessment of automated driving,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b3077400-fdb4-415a-b8ce-a51bfa3c501a · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models Time to lane crossing calculation and characterization of its associated uncertainty,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 5fd24e96-103e-43cb-ac65-cd33e03340a8 · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models On a Formal Model of Safe and Scalable Self-driving Cars
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f7c5cce4-f2ff-429b-bf4c-bfdbfbffc50c · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models Global path planning using artificial potential fields,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a12f7f7d-a45d-40c0-b50a-26c22fd72065 · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models A unified approach to driver assistance systems based on artificial potential fields,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e908eee3-ba11-4887-9afd-b57cf0971cc0 · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models A probabilistic risk assessment framework considering lane-changing behavior interaction,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 64a0bbd7-f096-4e2f-b6b7-52f08727eb92 · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models Driving risk assessment based on naturalistic driving study and driver attitude questionnaire analysis,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 397398f8-c612-4239-8293-d8e1a5098ee9 · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models Human-like driving behaviour emerges from a risk-based driver model,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 5253c2ed-b1fb-4e48-bee7-7aeedd7c3a2a · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models A risk field-based metric correlates with driver’s perceived risk in manual and automated driving: A test-track study,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 2714aa56-cc72-41c7-b3a2-144cedee246b · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models General optimal trajectory planning: Enabling au- tonomous vehicles with the principle of least action,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 73c1045f-0c79-47ea-abe2-b4dd653535c2 · outbound
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 420baa32-726b-44bf-81a2-c47b7d2c9dfb · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models Fuzzy optimal tracking control for unmanned surface vehicles with prescribed-time convergence analysis,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b85be702-7e2e-44aa-a1c0-b24904bd7cda · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models Embodiedgpt: Vision-language pre-training via embodied chain of thought,
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 74f55d53-48d4-427a-838f-b23a514d5b49 · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models When Large Language Models Meet Vector Databases: A Survey
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0c7b3eb1-6f13-48fd-be13-753c582fc788 · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models Towards Knowledge-driven Autonomous Driving
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 66dbc076-ec60-464e-895f-b7d7e20358ea · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models DiLu: A Knowledge-Driven Approach to Autonomous Driving with Large Language Models
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f9b3ca7b-adc9-41fc-b516-e914b8f1f81a · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models Koma: Knowledge-driven multi-agent framework for autonomous driving with large language models,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f70e842f-b497-4f8f-ab68-d7a0eec7ca4c · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models To- wards interactive and learnable cooperative driving automation: a large language model-driven decision-making framework,
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ceaa9dac-74d3-4838-b62f-0b70181325f2 · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models EMMA: End-to-End Multimodal Model for Autonomous Driving
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9792a8c1-620d-4938-83c0-dcf0e6e5a3b0 · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models Real-Time Anomaly Detection and Reactive Planning with Large Language Models
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d9316681-29b1-40d8-b062-a58ac93d0d2b · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models Road-user behaviour and traffic acci- dents,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 773f0b9b-965f-4ef3-8e79-31b32691a819 · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models Enhanced intelligent driver model to access the impact of driving strategies on traffic capacity,
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 42b60f6d-c7e2-4be0-8e5a-99c5a463faaf · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models A Comparative Study on Reasoning Patterns of OpenAI's o1 Model
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c1e43845-ff6a-4dba-9ed0-1cfe3790b90a · outbound
SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models Optimizing autonomous driving for safety: A human-centric approach with llm-enhanced rlhf,
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c236e797-5613-48e0-8336-7fff41fa62c3 · inbound
Application of Vision-Language Model to Pedestrians Behavior and Scene Understanding in Autonomous Driving SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fe7aab82-47f1-43fc-860f-10d3ec8f08de · inbound
Chain-of-Thought for Autonomous Driving: A Comprehensive Survey and Future Prospects SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models
Reference 86
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ed208e29-3929-408d-8265-90a803b13b2e · inbound
A Survey on the Role of Artificial Intelligence and Machine Learning in 6G-V2X Applications SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 762f5945-9cee-4d2b-a5bf-d856995f17b3 · inbound
Case-based Reasoning Augmented Large Language Model Framework for Decision Making in Realistic Safety-Critical Driving Scenarios SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 31103039-6d3c-4723-b375-141d1199142c · inbound
SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aa9b91fd-1ab9-42c8-98a2-fc4abeb40e81 · inbound
MC-Risk: Multi-Component Risk Fields for Risk Identification and Motion Planning SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 830ae06c-9cc2-4706-9b10-958484dc5ba9 · inbound
A knowledge-augmented dataset of high-risk driving scenarios with LLM annotations for autonomous driving SafeDrive: Knowledge- and Data-Driven Risk-Sensitive Decision-Making for Autonomous Vehicles with Large Language Models
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.