Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T20:12:06.243010Z
Paper Citation Record · LEDGER
As of 20 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 1 inbound Pith citation observation for arXiv:2505.13872.
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 2026-08-15T20:12:06.243010Z
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 2026-08-06T17:00:14.029939Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-06T17:00:16.914755Z
53 of 53 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 5ecb479a-430d-4906-984c-597dead14c82 · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Pnpnet: End-to- end perception and prediction with tracking in the loop,
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 b1e188f5-2885-49e1-a7eb-871f091b32e8 · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Think twice before driving: To- wards scalable decoders for end-to-end autonomous driving,
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 8160807d-a530-4e55-a0ec-6cf3eb389ecc · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Transfuser: Imitation with transformer-based sensor fusion for 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 beb3f0bd-6e16-4a7a-b891-2426a28de916 · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Continuously Learning, Adapting, and Improving: A Dual-Process Approach to Autonomous Driving
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2f963bb5-b599-47cd-8809-82cee5dd848b · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Autoware on board: Enabling autonomous vehicles with embedded systems,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation c19e152f-15a9-4ead-81bc-ad92a2b25e5c · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Safety of perception systems for automated driving: A case study on apollo,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation bb056e43-7437-4cf1-939d-125ae17b2709 · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Bevfusion: Multi-task multi-sensor fusion with unified bird’s-eye view representation,
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 5a223e92-169f-4c00-af8c-99443317d5f7 · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Think2drive: Efficient reinforcement learning by thinking with latent world model for autonomous driving (in carla-v2),
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 7c7aa35d-7ebf-46d7-8d58-2405fead5aa1 · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving CarLLaVA: Vision language models for camera-only closed-loop driving
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d78ebe32-5841-4508-a87a-915a59a1a82a · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving OmniDrive: A Holistic Vision-Language Dataset for Autonomous Driving with Counterfactual Reasoning
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation de283d05-f291-46aa-b7bd-ccf11cd153ec · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Coda: A real-world road corner case dataset for object detection in autonomous driving,
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 143a358d-64f6-4be2-91a0-911b14e87042 · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Are we ready for autonomous driving? the kitti vision benchmark suite,
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4cf0995e-00fc-4121-abab-a8df3e20ca96 · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving nuscenes: A multimodal dataset for autonomous driving,
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 32f77078-afcc-407d-807b-025b792ee5f8 · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Rethinking the Open-Loop Evaluation of End-to-End Autonomous Driving in nuScenes
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a055d02a-5d12-44a0-9013-3c55ca7bd9b6 · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Safebench: A benchmarking platform for safety evaluation of autonomous vehicles,
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 e86f5e28-c37a-4667-9172-75b5a6186923 · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Bench2drive: Towards multi-ability benchmarking of closed-loop end-to-end autonomous driving,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 42e48e81-46a2-4429-a6c9-33ec79a1a858 · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Chatscene: Knowledge-enabled safety-critical scenario generation for autonomous vehicles,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 228624fa-5d4f-48e6-bce8-6a7a4a456ca2 · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Iss-scenario: Scenario-based testing in carla,
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 ebeea251-1596-4361-868f-7d92a41e20d8 · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Benchmark- ing robustness of 3d object detection to common corruptions,
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 35922f37-2515-4660-aef6-11d8d238bc6c · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Revisiting physical-world adversarial attack on traffic sign recognition: A commercial systems perspective,
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 436cbf7d-3d8e-444a-a5c4-6a8de84a118c · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Lanevil: Benchmarking the robustness of lane detection to environmental illusions,
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 0d547cad-c31d-4d22-ac21-70a2e8bff4db · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Human trajectory forecasting in crowds: A deep learning perspective,
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 693a2c8d-8788-4a81-8447-edb48899ed62 · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Scalability in perception for autonomous driving: Waymo open dataset,
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 2dd87d7e-1e36-4a21-93a1-dc4a6b024aad · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Dense reinforcement learning for safety validation of autonomous vehicles,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c575cfe7-7477-4cbd-8b8a-287c4bf7492f · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Adversarial safety-critical scenario generation using naturalistic human driving priors,
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 343b9c14-88db-4c16-a684-76264c37b873 · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Commonroad: Composable benchmarks for motion planning on roads,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation d035f4b0-aac1-4f10-a285-9842a9f92f66 · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving SoK: On the Semantic AI Security in Autonomous Driving
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c86564df-04f4-4bbd-903c-07ae4fc0e00a · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving I can see the light: Attacks on autonomous vehicles using invisible lights,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 6a641d60-69f5-49b9-8f82-ca4524aca344 · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Towards robust physical-world backdoor attacks on lane detection,
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 4cab9630-a858-4616-8fe9-7c55104ba96a · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Advdo: Realistic adversarial attacks for trajectory prediction,
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 7fa5b5fc-a1ac-4218-bf07-e2ecd60e4b76 · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving R 2-bench: Benchmarking the robustness of referring perception models under perturbations,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 1ace366a-0b4b-435b-b256-dc6c55a21a04 · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Pass: A system- driven evaluation platform for autonomous driving safety and security,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 663953d8-16b7-4464-9db4-d5e6a860d7cb · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Multicorrupt: A multi-modal robustness dataset and benchmark of lidar-camera fusion for 3d object detection,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 75a95c2e-75ff-4301-a441-53d1deea2f46 · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Benchmarking and improving bird’s eye view perception robustness in autonomous driving,
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 267fad48-c14c-43a5-965e-f2c4bbba51fe · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Explaining and Harnessing Adversarial Examples
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0ba4f5d7-5829-4054-b955-bf80330348f1 · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Towards deep learning models resistant to adversarial attacks,
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d1526532-c08a-4c7c-9e5c-c27a134c2fb7 · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Adversarial Patch
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 70ef5afc-e4ce-44d4-a0cc-08082ba92c4c · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Beware of road markings: A new adversarial patch attack to monocular depth estimation,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 4daa23cc-b158-4da3-8920-560f22c0991e · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Synthesizing robust adversarial examples,
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 531ec8c9-765c-4bb0-9563-cc933f5664b6 · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Accessorize to a crime: Real and stealthy attacks on state-of-the-art face recognition,
Reference 40
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 228a266c-75cf-4b5a-8239-4c385b038144 · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Understanding deep image representations by inverting them,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b34b0aa9-0635-47a9-87bb-8ce34af0ae09 · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Towards a robust adversarial patch attack against unmanned aerial vehicles object detection,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 58f184ef-a851-4620-bde0-63aa5508ba51 · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Dual attention suppression attack: Generate adversarial camouflage in physical world,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 00cb8b23-e861-41a6-a31c-090015e8d04f · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Boosting trans- ferability of physical attack against detectors by redistributing separable attention,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 206dba82-1621-4ff6-a60e-9928ed1f1742 · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Backdoor attacks and defenses targeting multi-domain ai models: A comprehensive review,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 222aecb2-825d-4f16-8228-523ba550cbb6 · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Adversarial backdoor attack by naturalistic data poisoning on trajectory prediction in autonomous driving,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 6258c17d-9807-46e2-be38-2539b4154272 · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Pointpillars: Fast encoders for object detection from point clouds,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 0681f577-0afe-4c7f-9bb2-541e460e3f66 · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Clrnet: Cross layer refinement network for lane detection,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 09b7e3a8-9f89-4ecc-82fb-423e39f84885 · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Adversarial texture for fooling person detectors in the physical world,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 24e2d4a6-c81f-481a-b15e-ed0f5a127de0 · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Attacking by Aligning: Clean-Label Backdoor Attacks on Object Detection
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d2755e67-b211-4f8a-8e1e-df38901c563a · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Vad: Vectorized scene representation for efficient autonomous driving,
Reference 51
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 45af4bbf-02a2-48dc-8629-2579f455ef88 · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Planning- oriented autonomous driving,
Reference 52
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 16cef328-715b-4179-8d5e-dfe224cd44f3 · outbound
Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving Lmdrive: Closed-loop end-to-end driving with large language models,
Reference 53
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 1a5cc796-ac70-436a-bdd7-62b8c1fd06b7 · inbound
NSF-HRPT: Neural Semantic Field meets Hierarchical Risk Perception Tree for Safety-Critical Scenario Assessment Safety2Drive: Safety-Critical Scenario Benchmark for the Evaluation of Autonomous Driving
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.