Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-12T13:46:57.614535Z
Paper Citation Record · LEDGER
As of 16 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 0 inbound Pith citation observations for arXiv:2606.16589.
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 2026-07-12T13:46:57.614535Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+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
47 of 47 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation d0fa6d51-5a9a-4177-9463-41336f242c0f · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation Flow: A modular learning framework for mixed autonomy traffic,
Reference 1
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Unavailable: canonical work link unavailable.
Observation cc312bdf-a040-4b90-8dd4-7bef2eabc814 · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation SceneDiffuser: Efficient and controllable driving simulation initialization and rollout,
Reference 2
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Observation 9e4f1ab6-24a8-4150-ae88-98b5449e1120 · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation TrafficMCTS: A closed-loop traffic flow generation framework with group-based monte carlo tree search,
Reference 3
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Observation e7474161-c2c7-4c96-8377-2b65e4822a8d · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation Transferring causal driving patterns for generalizable traffic simulation with diffusion-based distillation,
Reference 4
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Unavailable: canonical work link unavailable.
Observation 5998458b-d78f-4a1e-b456-24968c94cb10 · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation Cooperative driving of connected autonomous vehicles in heterogeneous mixed traffic: A game theoretic approach,
Reference 5
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Unavailable: canonical work link unavailable.
Observation b54b6fa3-038e-4866-972a-2d2429944774 · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation Hybrid system stability analysis of multilane mixed-autonomy traffic,
Reference 6
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Unavailable: canonical work link unavailable.
Observation c0089b47-0a60-4691-bd5f-a42677ad9262 · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation En- hancing safety in mixed traffic: Learning-based modeling and efficient control of autonomous and human-driven vehicles,
Reference 7
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Observation c0ed872f-b6d0-4283-b236-8dcd3f2f68c2 · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation Study on traffic flows with connected vehicles and human-driven vehicles,
Reference 8
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Observation 65ba1803-bc79-442c-84b1-2f4b1af4961a · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation Energy and environmental implications of automated vehicles under mixed autonomy traffic environment,
Reference 9
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Unavailable: canonical work link unavailable.
Observation b75653a3-e0a2-438e-98ae-70901f2f8ccc · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation Analysis of roadway capacity for heterogeneous traffic flows considering the degree of trust of drivers of HVs in CA Vs,
Reference 10
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Unavailable: canonical work link unavailable.
Observation ce1e1aef-a857-4dd0-9244-6ac204c0abf4 · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation Exploring the impact of conditionally automated driving vehicles transferring control to human drivers on the stability of heterogeneous traffic flow,
Reference 11
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Unavailable: canonical work link unavailable.
Observation 7c23055c-2b0b-4492-8043-0bb559bf1ffb · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation Learning to control and coordi- nate mixed traffic through robot vehicles at complex and unsignalized intersections,
Reference 12
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Unavailable: canonical work link unavailable.
Observation 17fb2b10-9ba8-496c-beff-28fb59fd1e25 · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation Modeling and robustH inf tycontrol synthesis of the CA V-HDV heterogeneous traffic system with different car-following modes,
Reference 13
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Unavailable: canonical work link unavailable.
Observation 91d6ffe6-b317-4a57-ab79-41c93fa5d856 · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation Urban vehicle trajectory generation based on generative adversarial imitation learning,
Reference 14
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Unavailable: canonical work link unavailable.
Observation 970ff2ba-15fc-4bfe-bada-87eae3c32c70 · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation Ctx2TrajGen: Traffic Context-Aware Microscale Vehicle Trajectories using Generative Adversarial Imitation Learning
Reference 15
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Observation c9d08bdb-ac5c-4131-b410-4c05d8264559 · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation DiffAIL: Diffusion adversarial imitation learning,
Reference 16
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Unavailable: canonical work link unavailable.
Observation 9a6f6795-61a1-40b8-a182-b2922a50ed82 · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation A fast and stable framework for generative adversarial imitation learning,
Reference 17
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Unavailable: canonical work link unavailable.
Observation 6e64bcc3-0690-41d7-94f6-c50eb2d64d1c · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation Gen- eralizable multi-modal adversarial imitation learning for non-stationary dynamics,
Reference 18
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Unavailable: canonical work link unavailable.
Observation 09ec19e7-b14e-42b5-9f69-f92a05654a13 · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation ControlTraj: Controllable trajectory generation with topology-constrained diffusion model,
Reference 19
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Unavailable: canonical work link unavailable.
Observation c749ede9-72b2-4a45-ad23-d74890427cd8 · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation Diff-RNTraj: A Structure-aware Diffusion Model for Road Network-constrained Trajectory Generation
Reference 20
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Unavailable: canonical work link unavailable.
Observation 73a18378-a414-46ef-954b-6833875eea16 · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation Diffusion-based planning for autonomous driving with flexible guidance,
Reference 21
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Observation d24d758d-9187-42aa-9e7a-6f9e7265f9ee · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation Context-aware trajectory prediction for autonomous driving in heterogeneous environments,
Reference 22
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Unavailable: canonical work link unavailable.
Observation 6aa9b831-59cf-48c5-a51b-2c36c269aced · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation Interaction- aware and driving style-aware trajectory prediction for heterogeneous vehicles in mixed traffic environment,
Reference 23
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Unavailable: canonical work link unavailable.
Observation 1fedb42d-e869-4440-93ac-fa56d163e929 · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation Post-interactive multimodal trajectory prediction for autonomous driving,
Reference 24
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Unavailable: canonical work link unavailable.
Observation 8e7c6f38-d124-4481-bda2-4bb1749d5872 · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation Multi-agent reinforcement learning with transformer-based spatio-temporal fusion for autonomous driving in mixed traffic,
Reference 25
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Unavailable: canonical work link unavailable.
Observation eaa62028-c2f0-49d2-9469-1ab2eba02243 · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation A planning-oriented autonomous driving framework: From image to trajectory with intent-aware prediction,
Reference 26
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Unavailable: canonical work link unavailable.
Observation 42d47c93-f410-42ac-b0ab-bc36e62cc8d4 · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation DragTraffic: Interactive and controllable traffic scene generation for autonomous driving,
Reference 27
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Unavailable: canonical work link unavailable.
Observation 315bfd54-0c97-41af-bbf6-172dc7895b6c · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation LD-Scene: LLM- guided diffusion for controllable generation of adversarial safety-critical driving scenarios,
Reference 28
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Unavailable: canonical work link unavailable.
Observation 4f86ae25-36fb-44c4-b5f2-dde698b0891e · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation Modelling two-dimensional driving behaviours at unsignalised intersection using multi-agent imitation learning,
Reference 29
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Unavailable: canonical work link unavailable.
Observation b15751b2-e58c-4413-b3a9-2a99d7437c7f · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation DiffScene: Diffusion-based safety-critical scenario generation for autonomous vehicles,
Reference 30
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Unavailable: canonical work link unavailable.
Observation 7b718378-4ef1-489f-b11f-f68fd0b9bf87 · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation SceneControl: Diffusion for controllable traffic scene generation,
Reference 31
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Unavailable: canonical work link unavailable.
Observation 123c1632-b993-4f35-8900-8bbd2fdf3eec · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation Optimizing diffu- sion models for joint trajectory prediction and controllable generation,
Reference 32
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Observation baad8269-ae2f-43be-88a0-87ed4082ef70 · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation Intention-aware denoising diffusion model for trajectory prediction,
Reference 33
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Observation 99a2b533-b7be-4493-a084-f7355003db3c · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation Traffic flow impact of mixed heterogeneous platoons on highways: An approach combining driving simulation and microscopic traffic simulation,
Reference 34
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Observation 95aa3c59-876f-4b49-bb83-3b50dc2dfbf3 · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation A dynamic test scenario generation method for autonomous vehicles based on conditional generative adversarial imitation learning,
Reference 35
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Unavailable: canonical work link unavailable.
Observation a6a4d99e-19d1-467a-99ec-c6abc76386ee · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation An efficient high-risk lane-changing scenario edge cases generation method for autonomous vehicle safety testing,
Reference 36
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Unavailable: canonical work link unavailable.
Observation ebcd8609-a9ef-4bdd-ab87-e56ce4f1685c · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation Detection and analysis of corner case scenarios at a signalized urban intersection,
Reference 37
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Unavailable: canonical work link unavailable.
Observation 1e96e223-1b42-41d6-91ac-48e9eff01c9e · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation Application of uncertainty to out-of-distribution detection for autonomous driving perception safety,
Reference 38
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Unavailable: canonical work link unavailable.
Observation 3cd3f8aa-4fce-40eb-a71b-4f8e32bb47a9 · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation Optimization of conditional value- at-risk,
Reference 39
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Observation b042f6cd-5050-433b-9c96-5d9760770425 · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation Denoising diffusion probabilistic models,
Reference 40
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Unavailable: canonical work link unavailable.
Observation 2b901152-f170-4f5d-8455-cdaf2d1a5877 · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation Improved denoising diffusion proba- bilistic models,
Reference 41
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Observation 30d02af0-651b-45df-a04b-e2af44ace05b · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation Generative adversarial imitation learning,
Reference 42
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Unavailable: canonical work link unavailable.
Observation ec2ca699-fb4d-47fa-8732-ec1742965697 · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation Dissipation of stop-and-go waves via control of autonomous vehicles: Field experiments,
Reference 43
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Observation 111c9d29-f558-422c-a629-1cf763f1b36e · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation The highd dataset: A drone dataset of naturalistic vehicle trajectories on german highways for validation of highly automated driving systems,
Reference 44
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Observation fd461d33-0c35-416a-8dc1-a3465596f088 · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation The round dataset: A drone dataset of road user trajectories at roundabouts in germany,
Reference 45
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Unavailable: canonical work link unavailable.
Observation 8d9568f3-385c-4e3a-b946-96e029e02c25 · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation The exid dataset: A real-world trajectory dataset of highly interactive highway scenarios in germany,
Reference 46
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Unavailable: canonical work link unavailable.
Observation f777032d-1e9e-4272-aabb-0f7f428549ce · outbound
DRIFT: Risk-Constrained Diffusion with Imitation Priors for Mixed-Autonomy Traffic Generation The ind dataset: A drone dataset of naturalistic road user trajectories at german intersections,
Reference 47
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Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.