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Paper Citation Record · LEDGER

Mapping like a Skeptic: Probabilistic BEV Projection for Online HD Mapping

As of 9 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 2 inbound Pith citation observations for arXiv:2508.21689.

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

pith.paper-citation-record.v1
2508.21689 v1

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T14:07:06.295541Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-02T14:15:03.798058Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-02T14:17:02.497086Z

Reference resolution

32 of 32 outbound references displayed

  • verified exact2
  • verified fuzzy23
  • unresolved7
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ccbda56c-51d2-476d-8fa0-06d642f2e2d6 · outbound

This paper cites nuscenes: A multimodal dataset for autonomous driving.

Mapping like a Skeptic: Probabilistic BEV Projection for Online HD Mapping nuscenes: A multimodal dataset for autonomous driving

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-05T14:07:03.852904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:07:03.852904Z digest=sha256:2b57b93e5ed6ba7010a48f34bd755f707cc73c0102feb7490c002ddb6d3ff379

Observation eac670c8-700c-491e-bb1a-4f35e158bdd1 · outbound

This paper cites End-to-end object detection with transformers.

Mapping like a Skeptic: Probabilistic BEV Projection for Online HD Mapping End-to-end object detection with transformers

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:07:09.779257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T14:07:03.926778Z digest=sha256:f8da5b568563fd3f9cbe379bab61ad3d5946be92cb1182b735e5c1bb71c30414

Observation cb2d5111-6f6e-425b-9a01-ba259484a247 · outbound

This paper cites PointBeV: A sparse approach for bev predictions.

Mapping like a Skeptic: Probabilistic BEV Projection for Online HD Mapping PointBeV: A sparse approach for bev predictions

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:07:09.676479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T14:07:03.991641Z digest=sha256:701b98464ab8b86bbf557cde62d8dc61abdc2f2d36855429c69aad69e412fe6f

Observation aa4bbe7a-53db-4ef9-8d5b-4f62ad983ee6 · outbound

This paper cites Maptracker: Tracking with strided memory fusion for consistent vector hd mapping.

Mapping like a Skeptic: Probabilistic BEV Projection for Online HD Mapping Maptracker: Tracking with strided memory fusion for consistent vector hd mapping

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:07:09.580052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T14:07:04.102812Z digest=sha256:ad97c5952278f242d6068522298fdbe2c46f4d58ee21e88c1d9aa82812f9142f

Observation ab695ebc-58c5-4823-851f-596978f4a500 · outbound

This paper cites Efficient and Robust 2D-to-BEV Representation Learning via Geometry-guided Kernel Transformer.

Mapping like a Skeptic: Probabilistic BEV Projection for Online HD Mapping Efficient and Robust 2D-to-BEV Representation Learning via Geometry-guided Kernel Transformer

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-05T14:07:04.178856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:07:04.178856Z digest=sha256:cab999fc2f801804a797d32b25598f89d1e8207c7ad8ccf68373c6aadc485326

Observation 15675a93-4d90-4f95-895f-c9a4f62083b4 · outbound

This paper cites Mask2map: Vectorized hd map construction using bird’s eye view segmentation masks.

Mapping like a Skeptic: Probabilistic BEV Projection for Online HD Mapping Mask2map: Vectorized hd map construction using bird’s eye view segmentation masks

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:07:09.479140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T14:07:04.238034Z digest=sha256:606111fe3c11bed16a480913d2e10cd6139fccf4c43552021f38f84f814359d4

Observation 0c21df72-108d-4dcc-b7b0-fefa8d4bad8e · outbound

This paper cites Pivotnet: Vectorized pivot learning for end-to-end hd map construction.

Mapping like a Skeptic: Probabilistic BEV Projection for Online HD Mapping Pivotnet: Vectorized pivot learning for end-to-end hd map construction

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-05T14:07:04.297276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:07:04.297276Z digest=sha256:276e6f02280bb39f02bc194a5956adde27927d46aee6d7dde1f105ea0d968438

Observation dc691640-425d-404b-9c84-c6b2298ad8a9 · outbound

This paper cites Exploring recurrent long-term temporal fusion for multi-view 3D perception.

Mapping like a Skeptic: Probabilistic BEV Projection for Online HD Mapping Exploring recurrent long-term temporal fusion for multi-view 3D perception

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:07:09.376782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T14:07:04.373572Z digest=sha256:034b5fbcf6aaa8e084d8d0b2616e025e06bcf4ac174dbb9ec4e89a8d3d91daa0

Observation cacb64cc-aca7-4139-b866-d79541cfbfb5 · outbound

This paper cites Simple-bev: What really matters for multi-sensor bev perception? In ICRA, 2023.

Mapping like a Skeptic: Probabilistic BEV Projection for Online HD Mapping Simple-bev: What really matters for multi-sensor bev perception? In ICRA, 2023

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:07:09.219394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T14:07:04.442642Z digest=sha256:325add1e413eb34d5d86ff6e3028c5b23412d167c80d553207caf09790d2d9c7

Observation 3cd7b4ed-5db9-4646-a39e-1fee40ee743e · outbound

This paper cites Deep residual learning for image recognition.

Mapping like a Skeptic: Probabilistic BEV Projection for Online HD Mapping Deep residual learning for image recognition

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-05T14:07:04.518497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:07:04.518497Z digest=sha256:b32fefce027cccc907bcffe971df1dcfc9b647497e466bd356e9b9fbcf781562

Observation ebcc4a32-bec8-4d2d-ba0b-7abec7d0abcb · outbound

This paper cites ADMap: Anti-disturbance framework for vectorized hd map construction.

Mapping like a Skeptic: Probabilistic BEV Projection for Online HD Mapping ADMap: Anti-disturbance framework for vectorized hd map construction

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:07:09.058995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T14:07:04.637807Z digest=sha256:a93c7afb9f1277f0c3c1130985e5b2df0c56a476f431801c4785091dbb50e76d

Observation 0b0e1b0d-dad0-4ebe-a83c-d205f0661943 · outbound

This paper cites BEVPoolv2: A Cutting-edge Implementation of BEVDet Toward Deployment.

Mapping like a Skeptic: Probabilistic BEV Projection for Online HD Mapping BEVPoolv2: A Cutting-edge Implementation of BEVDet Toward Deployment

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-05T14:07:04.675339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:07:04.675339Z digest=sha256:556f72742347645488a4bd57fe78e499d4ea320f3e005c21ffb93216c4b28d60

Observation 6e841c92-412e-4d38-9ed2-07ee46bde9dd · outbound

This paper cites Unveiling the hidden: Online vectorized HD map construction with clip-level token interaction and propagation.

Mapping like a Skeptic: Probabilistic BEV Projection for Online HD Mapping Unveiling the hidden: Online vectorized HD map construction with clip-level token interaction and propagation

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:07:08.942146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T14:07:04.777908Z digest=sha256:0d8978ecf51425e4bffd8d5793a867242bbb324632d1b517fac511d3c56b300c

Observation cb5610dd-f68d-4c64-b97d-ba4e87c3c7bb · outbound

This paper cites Hdmapnet: An online hd map con- struction and evaluation framework.

Mapping like a Skeptic: Probabilistic BEV Projection for Online HD Mapping Hdmapnet: An online hd map con- struction and evaluation framework

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:07:08.828432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T14:07:04.850569Z digest=sha256:d4092071b9dee1f2c7203aa41c5ed9e57a2a9ef28027746479929d2a4ca72a08

Observation f9317941-8317-4248-abb2-0dd83ca5985f · outbound

This paper cites Bevformer: Learning bird’s-eye-view representation from multi- camera images via spatiotemporal transformers.

Mapping like a Skeptic: Probabilistic BEV Projection for Online HD Mapping Bevformer: Learning bird’s-eye-view representation from multi- camera images via spatiotemporal transformers

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:07:08.688002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T14:07:04.922494Z digest=sha256:6b76dd37f497acc7add87cd5f40f64594aa239326660bf0f78d30b56bc1ffc48

Observation 54b1c08b-59f8-4e7f-a696-4a8545e43faf · outbound

This paper cites MapTR: Structured modeling and learning for online vector- ized hd map construction.

Mapping like a Skeptic: Probabilistic BEV Projection for Online HD Mapping MapTR: Structured modeling and learning for online vector- ized hd map construction

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:07:08.581375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T14:07:05.009737Z digest=sha256:8b8d86387551f2a8f6b9f2962d88a0de820a3c583a093aa86e287f28ea1547ed

Observation bb611699-c145-4d3c-9785-4469b4e65b1a · outbound

This paper cites Maptrv2: An end-to-end framework for online vectorized hd map construction.

Mapping like a Skeptic: Probabilistic BEV Projection for Online HD Mapping Maptrv2: An end-to-end framework for online vectorized hd map construction

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:07:08.467015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T14:07:05.104518Z digest=sha256:2cd31184637a04eab7f300626f20a74dddef0a5db26652a6c60dc8bad244d7df

Observation 3ebf97a0-9d3b-441c-ac68-2d7af051a3d3 · outbound

This paper cites Mgmap: Mask-guided learning for online vectorized hd map construction.

Mapping like a Skeptic: Probabilistic BEV Projection for Online HD Mapping Mgmap: Mask-guided learning for online vectorized hd map construction

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:07:08.352867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T14:07:05.178818Z digest=sha256:22260cb977de390b25d47b5a0fd72d6824a34bc4add45b7fd858e78b617a4ef6

Observation ae890ee7-f8bb-4f72-a1db-bcb0d21feacb · outbound

This paper cites Vectormapnet: End-to-end vectorized hd map learning.

Mapping like a Skeptic: Probabilistic BEV Projection for Online HD Mapping Vectormapnet: End-to-end vectorized hd map learning

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:07:08.221159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T14:07:05.265517Z digest=sha256:79c77da5caeeea4bc68c21577e115b515dd9239cb1b8888d8601d621e3be9403

Observation da6bc42e-e83c-4d6b-be94-23f787be6923 · outbound

This paper cites Leveraging en- hanced queries of point sets for vectorized map construction.

Mapping like a Skeptic: Probabilistic BEV Projection for Online HD Mapping Leveraging en- hanced queries of point sets for vectorized map construction

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:07:08.112283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T14:07:05.333533Z digest=sha256:811a58402bd52a99dd6e2c91fc6877b152a26e0e5c0a6ab265ebeab4212fc93b

Observation ba95a961-0908-4c80-8547-625c9cb06dd3 · outbound

This paper cites PrevPredMap: Exploring Temporal Modeling with Previous Predictions for Online Vectorized HD Map Construction.

Mapping like a Skeptic: Probabilistic BEV Projection for Online HD Mapping PrevPredMap: Exploring Temporal Modeling with Previous Predictions for Online Vectorized HD Map Construction

Reference 21

Resolution
verified exact
local_arxiv, observed 2026-08-05T14:07:06.717597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T14:07:05.422748Z digest=sha256:b575055527f7972067155ef3491b0c7de8aa3caedffd4c7dcb696f8c4e8354cc

Observation 64321673-4505-49fe-af81-567e281af213 · outbound

This paper cites Lift, splat, shoot: Encoding images from arbitrary camera rigs by implicitly unprojecting to 3d.

Mapping like a Skeptic: Probabilistic BEV Projection for Online HD Mapping Lift, splat, shoot: Encoding images from arbitrary camera rigs by implicitly unprojecting to 3d

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:07:07.989726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T14:07:05.502668Z digest=sha256:f76b6b6d7b1504a5c3ad3684e20a898bfb7d5c955ce38063ad56d5a4be99c62f

Observation b37e13de-690c-4455-be91-eb8b99acb829 · outbound

This paper cites End-to-end vectorized hd-map construction with piecewise bezier curve.

Mapping like a Skeptic: Probabilistic BEV Projection for Online HD Mapping End-to-end vectorized hd-map construction with piecewise bezier curve

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-05T14:07:05.584841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:07:05.584841Z digest=sha256:e7432e4663c14c58b0067cb4c7d2287165f7aeeeac12481811a43de32f55db59

Observation dc4cadef-0fb9-4ddb-b93e-b66c18d7fb16 · outbound

This paper cites MemFusionMap: Working Memory Fusion for Online Vectorized HD Map Construction.

Mapping like a Skeptic: Probabilistic BEV Projection for Online HD Mapping MemFusionMap: Working Memory Fusion for Online Vectorized HD Map Construction

Reference 24

Resolution
verified exact
local_arxiv, observed 2026-08-05T14:07:06.486053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T14:07:05.661492Z digest=sha256:9a78ca06032e55468cad15d1709393ab13ff1f61360909d1ac3192997960d033

Observation aa879ad7-abfe-4634-a877-0aa1bef214aa · outbound

This paper cites Exploring object-centric temporal modeling for efficient multi-view 3d object detection.

Mapping like a Skeptic: Probabilistic BEV Projection for Online HD Mapping Exploring object-centric temporal modeling for efficient multi-view 3d object detection

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:07:07.882737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T14:07:05.754402Z digest=sha256:5f2638275f4156b0e1a48ba61b2273f715d457fc9324fa80fd27c33d6d423565

Observation 19f694ad-c584-40a1-bf83-deef376d8e48 · outbound

This paper cites Stream query denoising for vec- torized HD-map construction.

Mapping like a Skeptic: Probabilistic BEV Projection for Online HD Mapping Stream query denoising for vec- torized HD-map construction

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:07:07.769701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T14:07:05.826379Z digest=sha256:c7588118956d294593dee4f9a9bb8903dce26669319135b003c5b5fd942a44db

Observation eca932a1-7863-4ffc-b198-a8e908650562 · outbound

This paper cites Argoverse 2: Next Generation Datasets for Self-Driving Perception and Forecasting.

Mapping like a Skeptic: Probabilistic BEV Projection for Online HD Mapping Argoverse 2: Next Generation Datasets for Self-Driving Perception and Forecasting

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-05T14:07:05.892878Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:07:05.892878Z digest=sha256:79eb822afc9e725b529f014c219c26d0f08b2c327f21718c48211e727e316929

Observation a7d64e8b-2ab0-4f4e-9d54-1ae668b9bac6 · outbound

This paper cites Wong, and Hengshuang Zhao.

Mapping like a Skeptic: Probabilistic BEV Projection for Online HD Mapping Wong, and Hengshuang Zhao

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:07:07.648874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T14:07:05.966455Z digest=sha256:b914f8ed9a8ffb409fa6d6c1643278bd122896c1b139ed0e44f2535d668113a5

Observation 2fb5c214-ce0d-439d-8a9b-c35dac71358b · outbound

This paper cites Streammapnet: Streaming mapping network for vectorized online hd map construction.

Mapping like a Skeptic: Probabilistic BEV Projection for Online HD Mapping Streammapnet: Streaming mapping network for vectorized online hd map construction

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:07:07.445660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T14:07:06.045799Z digest=sha256:85867bfff272e4f89eda49e1d843a20d06c991b99b3484c59fbb2c6fe28875c8

Observation 1c143880-4630-451b-a46c-d285e84ac65b · outbound

This paper cites Online vectorized HD map construction using geometry.

Mapping like a Skeptic: Probabilistic BEV Projection for Online HD Mapping Online vectorized HD map construction using geometry

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:07:07.279599Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T14:07:06.116908Z digest=sha256:36375e966d53955801b0e34b43866ffdcd1e1dc9545f82c725d2adc34596b64d

Observation 74b88df5-ed79-49cc-9787-abbb015b354e · outbound

This paper cites Cross-view transformers for real-time map-view semantic segmentation.

Mapping like a Skeptic: Probabilistic BEV Projection for Online HD Mapping Cross-view transformers for real-time map-view semantic segmentation

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:07:07.076486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T14:07:06.190147Z digest=sha256:2369bda6362cf6c703036281b446d8018c1294f98d1549ece46ee13fd5d043c0

Observation 95606c9a-8e67-44fd-81cd-13bd57c9a350 · outbound

This paper cites Himap: Hybrid representation learning for end-to-end vectorized hd map construction.

Mapping like a Skeptic: Probabilistic BEV Projection for Online HD Mapping Himap: Hybrid representation learning for end-to-end vectorized hd map construction

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:07:06.886105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T14:07:06.295541Z digest=sha256:6c5760ab00ae65658371569bbb14659d9eceed20ca04c9cb4ed01ce92d7b1fd1

Pith citing papers

Observation 80bd8320-5f36-418a-b3ae-62795c6e9fc8 · inbound

The Road Ahead in Autonomous Driving: The KITScenes Multimodal Dataset cites this paper.

The Road Ahead in Autonomous Driving: The KITScenes Multimodal Dataset Mapping like a Skeptic: Probabilistic BEV Projection for Online HD Mapping

Reference 32

Resolution
verified exact
arxiv_id, observed 2026-07-01T23:06:21.225182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Creating Impactful Autonomous Driving Datasets: A Strategic Guide from Research Gap to Benchmark cites this paper.

Creating Impactful Autonomous Driving Datasets: A Strategic Guide from Research Gap to Benchmark Mapping like a Skeptic: Probabilistic BEV Projection for Online HD Mapping

Reference 47

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source=pdf_text observed=2026-07-02T14:15:03.798058Z digest=sha256:330b0dba289e68bb71088be214c33a106b914779324e7b0035437ea40b63c20a