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Paper Citation Record · LEDGER

Generalized Trajectory Scoring for End-to-end Multimodal Planning

As of 18 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 23 inbound Pith citation observations for arXiv:2506.06664.

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

pith.paper-citation-record.v1
2506.06664 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:59:20.216917Z

measured 56 of 56 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 23 of 23 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T14:27:42.888092Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T16:39:58.091867Z

Reference resolution

33 of 33 outbound references displayed

  • verified exact0
  • verified fuzzy17
  • unresolved16
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c93f02f7-49a1-4be4-935a-edb6326222f7 · outbound

This paper cites Quad: Query-based inter- pretable neural motion planning for autonomous driving.

Generalized Trajectory Scoring for End-to-end Multimodal Planning Quad: Query-based inter- pretable neural motion planning for autonomous driving

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:59:24.973483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:59:16.130346Z digest=sha256:185e1c9507b279816cd24a7842296f0b86504735de7dc254018f7139b31ffe19

Observation c146b2b5-c92f-437e-99be-587ab89ec946 · outbound

This paper cites Pseudo-simulation for autonomous driving.arXiv preprint arXiv:2506.04218, 2025.

Generalized Trajectory Scoring for End-to-end Multimodal Planning Pseudo-simulation for autonomous driving.arXiv preprint arXiv:2506.04218, 2025

Reference 2

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no resolver link, observed 2026-08-07T05:59:16.204903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:59:16.204903Z digest=sha256:828f94e9b9245377e05336de09245d0b3bb8be2a6069cfc529be0d2e68070c48

Observation b0a8ee9f-9a2c-4765-881a-ddf6e1bc00a8 · outbound

This paper cites VADv2: End-to-End Vectorized Autonomous Driving via Probabilistic Planning.

Generalized Trajectory Scoring for End-to-end Multimodal Planning VADv2: End-to-End Vectorized Autonomous Driving via Probabilistic Planning

Reference 3

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no resolver link, observed 2026-08-07T05:59:16.330143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:59:16.330143Z digest=sha256:f591d8c353211007d8757ab8524645991098a5faf06a57cbc5f8b4e04faa4feb

Observation 5306caa0-75d4-420a-85ef-1eff618cb15e · outbound

This paper cites Diffusion policy: Visuomotor policy learning via action diffu- sion.The International Journal of Robotics Research, page 02783649241273668, 2023.

Generalized Trajectory Scoring for End-to-end Multimodal Planning Diffusion policy: Visuomotor policy learning via action diffu- sion.The International Journal of Robotics Research, page 02783649241273668, 2023

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:59:24.755998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:59:16.486081Z digest=sha256:80a4e3d63007f10418fdd44ed34184bc83ae1fe60fb50a21f06ea8cf48c51c08

Observation 49bbad5f-4ce6-4b34-98a0-22708c1da92f · outbound

This paper cites Transfuser: Imita- tion with transformer-based sensor fusion for autonomous driving.IEEE TPAMI, 2022.

Generalized Trajectory Scoring for End-to-end Multimodal Planning Transfuser: Imita- tion with transformer-based sensor fusion for autonomous driving.IEEE TPAMI, 2022

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:59:24.611496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:59:16.618746Z digest=sha256:3c9b373d678346e5057d37fe47f10b1061a0f33bfc043bdac9b643b292ebae50

Observation b4a84509-6185-412b-b33d-b08a8820658a · outbound

This paper cites Parting with misconceptions about learning- based vehicle motion planning.

Generalized Trajectory Scoring for End-to-end Multimodal Planning Parting with misconceptions about learning- based vehicle motion planning

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:59:24.387483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:59:16.737893Z digest=sha256:be012ea8552685910f6f8bccfd6aa93adeb4f4e5f9676108f6882bbfb617d0d2

Observation 5c0b9f7e-072a-4c08-80e2-9f0d1dcbfa0d · outbound

This paper cites Navsim: Data-driven non-reactive autonomous vehicle simulation and benchmarking.

Generalized Trajectory Scoring for End-to-end Multimodal Planning Navsim: Data-driven non-reactive autonomous vehicle simulation and benchmarking

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:59:24.080065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:59:16.888404Z digest=sha256:9a8f8a1d7403c1d4589be3296828dd3556ff653ff0be66e5eec249936c2584ab

Observation 252ac6fe-e31a-4497-bed6-2b45203d4786 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

Generalized Trajectory Scoring for End-to-end Multimodal Planning An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 8

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no resolver link, observed 2026-08-07T05:59:16.976644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:59:16.976644Z digest=sha256:74564c9a07a905238125745b2095c817b88b211807c66ad473832afe4f4134fc

Observation 21bcb790-b25b-4734-8dab-866192460e9d · outbound

This paper cites EVA-02: A Visual Representation for Neon Genesis.

Generalized Trajectory Scoring for End-to-end Multimodal Planning EVA-02: A Visual Representation for Neon Genesis

Reference 9

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no resolver link, observed 2026-08-07T05:59:17.101923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:59:17.101923Z digest=sha256:3382b3e28e30d3d82803e161176b21008d0ab89bd70e1de01406e6cdfd271068

Observation 0e3a7c0a-5988-483a-af3c-3e8c52fd536b · outbound

This paper cites Denoising diffu- sion probabilistic models.NeurIPS, 33:6840–6851, 2020.

Generalized Trajectory Scoring for End-to-end Multimodal Planning Denoising diffu- sion probabilistic models.NeurIPS, 33:6840–6851, 2020

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:59:23.863695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:59:17.229731Z digest=sha256:505ca44e0862f2415ff05753d84c891c285134e97b40fa3d2a203cba514d4d69

Observation ea7b8d29-6e9d-45d3-9477-71f8d92dc7f3 · outbound

This paper cites Planning-oriented autonomous driving.

Generalized Trajectory Scoring for End-to-end Multimodal Planning Planning-oriented autonomous driving

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:59:23.565773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:59:17.370785Z digest=sha256:8ea10eaac03e33cca28fee2a1c7f5ac7889ea9a85f25508888be7538b406f9e7

Observation 51377e77-fbbd-4e7a-94ad-6571637d1cfa · outbound

This paper cites Vad: Vectorized scene representation for efficient autonomous driving.

Generalized Trajectory Scoring for End-to-end Multimodal Planning Vad: Vectorized scene representation for efficient autonomous driving

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:59:23.245377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:59:17.531141Z digest=sha256:868eadd424cf82a929b4efa0d8bbc138f260938223ab40402ab8ff64df20ebe2

Observation bb2a809b-7a19-4079-8b00-76594310bb0d · outbound

This paper cites Motiondiffuser: Con- trollable multi-agent motion prediction using diffusion.

Generalized Trajectory Scoring for End-to-end Multimodal Planning Motiondiffuser: Con- trollable multi-agent motion prediction using diffusion

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:59:23.007795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:59:17.673114Z digest=sha256:843556fbae6833aa3495664cace1a013b8820f6950b183e9538d5c1d7fd267ff

Observation b9f2ea9f-2848-490c-aa05-bd9c770c8d48 · outbound

This paper cites An energy and gpu-computation efficient backbone network for real-time object detection.

Generalized Trajectory Scoring for End-to-end Multimodal Planning An energy and gpu-computation efficient backbone network for real-time object detection

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:59:22.722513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:59:17.786814Z digest=sha256:326ac846716ec79429d099bbc337fda1a391b92a461c7dd151e0d99829786507

Observation 92eba3d4-13a6-41c6-a11d-d1373d703eaa · outbound

This paper cites Finetuning generative trajectory model with reinforcement learning from human feedback.arXiv preprint arXiv:2503.10434, 2025.

Generalized Trajectory Scoring for End-to-end Multimodal Planning Finetuning generative trajectory model with reinforcement learning from human feedback.arXiv preprint arXiv:2503.10434, 2025

Reference 15

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no resolver link, observed 2026-08-07T05:59:17.899950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:59:17.899950Z digest=sha256:7343fbc34ffbe9afec7a71885e9ef884f1d332d10b08f7e5b2352e33a0caa78d

Observation 5301f6ca-93b6-4463-a443-48b0485dd976 · outbound

This paper cites Hydra-MDP++: Advancing End-to-End Driving via Expert-Guided Hydra-Distillation.

Generalized Trajectory Scoring for End-to-end Multimodal Planning Hydra-MDP++: Advancing End-to-End Driving via Expert-Guided Hydra-Distillation

Reference 16

Resolution
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no resolver link, observed 2026-08-07T05:59:18.025182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:59:18.025182Z digest=sha256:8b30f94ffc28aee0992665244f3c106e913d7c3d02d32914a7e4ccbc0f15a15b

Observation 246494c0-c7eb-4592-81b5-8ec3f8673e6a · outbound

This paper cites Is Ego Status All You Need for Open-Loop End-to-End Autonomous Driving?.

Generalized Trajectory Scoring for End-to-end Multimodal Planning Is Ego Status All You Need for Open-Loop End-to-End Autonomous Driving?

Reference 17

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no resolver link, observed 2026-08-07T05:59:18.129663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:59:18.129663Z digest=sha256:6636ae0b1ab615133ee900120b7b8ec60e55014264cef956feb6c34c00ff7421

Observation 8cf4a2ec-e4bc-4247-ae2f-c28f2e8a05d9 · outbound

This paper cites Hydra-MDP: End-to-end Multimodal Planning with Multi-target Hydra-Distillation.

Generalized Trajectory Scoring for End-to-end Multimodal Planning Hydra-MDP: End-to-end Multimodal Planning with Multi-target Hydra-Distillation

Reference 18

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no resolver link, observed 2026-08-07T05:59:18.264096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:59:18.264096Z digest=sha256:f48d71df056a1f77fff6850694a24a6f08e0ce51aa04910c984cbd2de00ea5d4

Observation 1b5d43cf-c00f-4f8a-8f22-51af84d7e76f · outbound

This paper cites Diffusiondrive: Truncated diffusion model for end-to-end autonomous driving.

Generalized Trajectory Scoring for End-to-end Multimodal Planning Diffusiondrive: Truncated diffusion model for end-to-end autonomous driving

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:59:22.459564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:59:18.385963Z digest=sha256:8bcfabb4d1fcd294d3b03d0fb517fd709aabd4ac3d857a49721ae747d2b0b58e

Observation 48674cdd-aa03-4346-945d-bb137349f365 · outbound

This paper cites Is pseudo-lidar needed for monocular 3d object detection? InICCV, pages 3142–3152, 2021.

Generalized Trajectory Scoring for End-to-end Multimodal Planning Is pseudo-lidar needed for monocular 3d object detection? InICCV, pages 3142–3152, 2021

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:59:22.148576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:59:18.478820Z digest=sha256:06045de7cb7fd2be2ca9ea49c952b00ec29a4d4f8877e31281f0a3834caee8a7

Observation 72e4307d-33d0-4567-ae10-668bb23074c8 · outbound

This paper cites CarLLaVA: Vision language models for camera-only closed-loop driving.

Generalized Trajectory Scoring for End-to-end Multimodal Planning CarLLaVA: Vision language models for camera-only closed-loop driving

Reference 21

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no resolver link, observed 2026-08-07T05:59:18.570814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:59:18.570814Z digest=sha256:fa22269312f276432c61ab11e3cf50eef3716b7a91e4316e92b3613ee4bb55fa

Observation 519bbafd-95a8-45cd-bf88-628e2a8bb1b9 · outbound

This paper cites SimLingo: Vision-Only Closed-Loop Autonomous Driving with Language-Action Alignment.

Generalized Trajectory Scoring for End-to-end Multimodal Planning SimLingo: Vision-Only Closed-Loop Autonomous Driving with Language-Action Alignment

Reference 22

Resolution
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no resolver link, observed 2026-08-07T05:59:18.722610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:59:18.722610Z digest=sha256:d8921f70091ccbfb4c215ef0bfdb8618dbdc0634813c64411932497093c5866c

Observation 52dcdd84-be84-4d22-93f9-2591ae0b0272 · outbound

This paper cites Drivelm: Driving with graph visual question answering.

Generalized Trajectory Scoring for End-to-end Multimodal Planning Drivelm: Driving with graph visual question answering

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:59:21.870028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:59:18.901858Z digest=sha256:e52cb5f5b3bafbe807ea5bb5fd22b52114986d3939dad27c2cca46718023e4a6

Observation f3965fe1-8305-472f-bddc-16cbe84428ef · outbound

This paper cites Centaur: Robust End-to-End Autonomous Driving with Test-Time Training.

Generalized Trajectory Scoring for End-to-end Multimodal Planning Centaur: Robust End-to-End Autonomous Driving with Test-Time Training

Reference 24

Resolution
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no resolver link, observed 2026-08-07T05:59:19.064967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:59:19.064967Z digest=sha256:9037e38b2406996ae36507d4ec57aab53e4bf82dc4341ccf931ec7b792c7c3e2

Observation 8337b3e1-df5d-41e8-b2e9-ea6544e51951 · outbound

This paper cites HiP-AD: Hierarchical and Multi-Granularity Planning with Deformable Attention for Autonomous Driving in a Single Decoder.

Generalized Trajectory Scoring for End-to-end Multimodal Planning HiP-AD: Hierarchical and Multi-Granularity Planning with Deformable Attention for Autonomous Driving in a Single Decoder

Reference 25

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no resolver link, observed 2026-08-07T05:59:19.215850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:59:19.215850Z digest=sha256:b61c979c3929230fb1169c0b19c8eef220b96a534ed3151df4bdb5505716197a

Observation 4d122b20-4fab-44a3-91c8-4f747a7c3d9c · outbound

This paper cites Attention is all you need.NeurIPS, 30, 2017.

Generalized Trajectory Scoring for End-to-end Multimodal Planning Attention is all you need.NeurIPS, 30, 2017

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:59:21.595695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:59:19.380739Z digest=sha256:59da5acbd78cf04e4e92dc4d47d4c623e84ec0ce6b6cb74295fb3a75b2b5133b

Observation e906758b-4f9b-4363-9b93-f0e751676da4 · outbound

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

Generalized Trajectory Scoring for End-to-end Multimodal Planning Exploring object-centric temporal modeling for efficient multi-view 3d object detection

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:59:21.318103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:59:19.539687Z digest=sha256:958553344a875a91de13c77c007c6629560d85b8105ad545ab5448325b1485b4

Observation 2edf22c9-6e15-4d49-8d75-0bde27554a6a · outbound

This paper cites OmniDrive: A Holistic Vision-Language Dataset for Autonomous Driving with Counterfactual Reasoning.

Generalized Trajectory Scoring for End-to-end Multimodal Planning OmniDrive: A Holistic Vision-Language Dataset for Autonomous Driving with Counterfactual Reasoning

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-07T05:59:19.681762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:59:19.681762Z digest=sha256:3a50d5d5bef5c02720c0d62b99b035113104d404683eaa5fdf453bf22e68d5cf

Observation 3921881e-4b1f-4e38-86bd-85608600ca31 · outbound

This paper cites Diffusion-Based Environment-Aware Trajectory Prediction.

Generalized Trajectory Scoring for End-to-end Multimodal Planning Diffusion-Based Environment-Aware Trajectory Prediction

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-07T05:59:19.820633Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:59:19.820633Z digest=sha256:9b77b62b495ad0bebd08c5bf91d7ccbdb1cfb778bc74b4c51e3a0d72c1a3ccba

Observation d1e5cea4-f1f7-41ce-8cb9-42ffa888cc11 · outbound

This paper cites Goalflow: Goal- driven flow matching for multimodal trajectories generation in end-to-end autonomous driving.

Generalized Trajectory Scoring for End-to-end Multimodal Planning Goalflow: Goal- driven flow matching for multimodal trajectories generation in end-to-end autonomous driving

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:59:21.104904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:59:19.951708Z digest=sha256:9033f9e39b01a12b3c862370eb2f9eb647d8dee0a234923e509255de949f86ad

Observation 1a768e94-c93b-4e76-bb7f-68d1c86b6def · outbound

This paper cites Diffusion-es: Gradient-free planning with diffusion for au- tonomous and instruction-guided driving.

Generalized Trajectory Scoring for End-to-end Multimodal Planning Diffusion-es: Gradient-free planning with diffusion for au- tonomous and instruction-guided driving

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T05:59:20.756640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T05:59:20.032766Z digest=sha256:d79275015c1c976096865611f1c9f3900cd96da54d5af941885ae670b3d6bbbf

Observation e32cb9e8-b0ef-4d66-b6cc-7b158b9400bb · outbound

This paper cites Depth Anything: Unleashing the Power of Large-Scale Unlabeled Data.

Generalized Trajectory Scoring for End-to-end Multimodal Planning Depth Anything: Unleashing the Power of Large-Scale Unlabeled Data

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-07T05:59:20.113958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:59:20.113958Z digest=sha256:d92818fa11e32c848bea83f213eea3c1b04a93bef6d3b9fc4d9c7a5cbd3cda1e

Observation 5656855f-0416-4eab-896b-450f0c4f8a11 · outbound

This paper cites Diffusion-Based Planning for Autonomous Driving with Flexible Guidance.

Generalized Trajectory Scoring for End-to-end Multimodal Planning Diffusion-Based Planning for Autonomous Driving with Flexible Guidance

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-07T05:59:20.216917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:59:20.216917Z digest=sha256:887609147104f52f2c72df32bf0497628c287c9a07f60b4ad39b8cf47d1ae1a7

Pith citing papers

Observation 58283645-65e3-4dc8-be82-d85c9dc06e21 · inbound

A Survey on Vision-Language-Action Models for Autonomous Driving cites this paper.

A Survey on Vision-Language-Action Models for Autonomous Driving Generalized Trajectory Scoring for End-to-end Multimodal Planning

Reference 72

Resolution
unresolved
no resolver link, observed 2026-08-06T21:31:04.572098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:31:04.572098Z digest=sha256:ec939981cc72de541665e11db89b0e900530b87d1ab9b6ce147b758575c811d2

Observation f1659a13-4a63-4ef8-8e9c-79f911a8128e · inbound

DIVER: Reinforced Diffusion Breaks Imitation Bottlenecks in End-to-End Autonomous Driving cites this paper.

DIVER: Reinforced Diffusion Breaks Imitation Bottlenecks in End-to-End Autonomous Driving Generalized Trajectory Scoring for End-to-end Multimodal Planning

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-06T20:04:08.430263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:04:08.430263Z digest=sha256:d741c9c595ceffcb99346d9c8f995c83c98275cc3a087664104b3c147c37063f

Observation b30ddc9f-7794-47a0-9282-4c71a792f910 · inbound

PRIX: Learning to Plan from Raw Pixels for End-to-End Autonomous Driving cites this paper.

PRIX: Learning to Plan from Raw Pixels for End-to-End Autonomous Driving Generalized Trajectory Scoring for End-to-end Multimodal Planning

Reference 32

Resolution
verified exact
arxiv_id, observed 2026-05-19T02:57:00.701536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T02:53:09.830659Z digest=sha256:8b6c2aec47b16e2ab9eaee773553c9ebbf3efee3b3b8c5c57fdf6d18d791949e

Observation 71701eec-44e2-461e-9382-3e4e5b9274f0 · inbound

IRL-VLA: Training an Vision-Language-Action Policy via Reward World Model cites this paper.

IRL-VLA: Training an Vision-Language-Action Policy via Reward World Model Generalized Trajectory Scoring for End-to-end Multimodal Planning

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-05T23:41:31.796375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T23:41:31.796375Z digest=sha256:f0d372f74a37a255eaa5bd6403dd1f771a85e14985c095777b9096ff23c32779

Observation 64ed8940-46b5-41f8-a73d-9c5951afe91a · inbound

SimScale: Learning to Drive via Real-World Simulation at Scale cites this paper.

SimScale: Learning to Drive via Real-World Simulation at Scale Generalized Trajectory Scoring for End-to-end Multimodal Planning

Reference 55

Resolution
verified exact
arxiv_id, observed 2026-05-17T04:34:01.893796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-17T04:33:03.629533Z digest=sha256:3a1d72ff4f6dc397528408f8563b218c416c071fa150dcf7e2f2f6b7d6958aaa

Observation 30a1e307-0739-4b3e-ac8a-77b87eab8151 · inbound

Self-Imitated Diffusion Policy for Efficient and Robust Visual Navigation cites this paper.

Self-Imitated Diffusion Policy for Efficient and Robust Visual Navigation Generalized Trajectory Scoring for End-to-end Multimodal Planning

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-03T06:23:15.829477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T06:23:15.829477Z digest=sha256:f80536b067d4919509adc5afa31cea336c9880883b5e2fd4b7947c7b1b9609e0

Observation 841228a3-14ba-43a6-a64c-3b498e58f944 · inbound

HAD: Combining Hierarchical Diffusion with Metric-Decoupled RL for End-to-End Driving cites this paper.

HAD: Combining Hierarchical Diffusion with Metric-Decoupled RL for End-to-End Driving Generalized Trajectory Scoring for End-to-end Multimodal Planning

Reference 32

Resolution
unresolved
no resolver link, observed 2026-07-13T12:58:58.057084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T12:58:58.057084Z digest=sha256:3a21027ae9b8b51e154ee267f96935759840bc47734c0eccfed79622275f52d3

Observation b593187a-3442-42c8-8df4-9db4c667bd30 · inbound

RAD-2: Scaling Reinforcement Learning in a Generator-Discriminator Framework cites this paper.

RAD-2: Scaling Reinforcement Learning in a Generator-Discriminator Framework Generalized Trajectory Scoring for End-to-end Multimodal Planning

Reference 33

Resolution
verified exact
arxiv_id, observed 2026-05-10T11:50:21.075872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-10T11:40:26.649975Z digest=sha256:4645e05e21322211cf4606eb5233526f34fff99bace437c90323ea36f59297d9

Observation e7387a0f-87b6-44ca-a7e8-6f91f26c45e7 · inbound

Driving risk emerges from the required two-dimensional joint evasive acceleration cites this paper.

Driving risk emerges from the required two-dimensional joint evasive acceleration Generalized Trajectory Scoring for End-to-end Multimodal Planning

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-10T10:24:22.445044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-10T04:59:50.907647Z digest=sha256:a600502717ec138ba7625838ff8d201894bd1a6cfe4db85e004784aad5bfbdb3

Observation dae1d3be-8e8d-4b30-ab27-93f4d4ede494 · inbound

CRAFT: Counterfactual-to-Interactive Reinforcement Fine-Tuning for Driving Policies cites this paper.

CRAFT: Counterfactual-to-Interactive Reinforcement Fine-Tuning for Driving Policies Generalized Trajectory Scoring for End-to-end Multimodal Planning

Reference 21

Resolution
verified exact
arxiv_id, observed 2026-05-11T17:41:06.717031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-08T17:20:55.364175Z digest=sha256:ac2ea3bd67bce9623b4513b04df63d266651c618c339bbef90605638aa4d2599

Observation 2d41a36c-bcd4-4e73-8cd7-b66e51719142 · inbound

DriveFuture: Future-Aware Latent World Models for Autonomous Driving cites this paper.

DriveFuture: Future-Aware Latent World Models for Autonomous Driving Generalized Trajectory Scoring for End-to-end Multimodal Planning

Reference 50

Resolution
verified exact
arxiv_id, observed 2026-05-12T03:01:17.932758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-12T02:59:27.018824Z digest=sha256:aad9f526bb9cd17aa9cd7cc4605a2b7e46ffc0519c82815d70426ef25678856a

Observation 5aaaef73-0117-4737-ab64-374c20edd6dc · inbound

CLOVER: Closed-Loop Value Estimation and Ranking for End-to-End Autonomous Driving Planning cites this paper.

CLOVER: Closed-Loop Value Estimation and Ranking for End-to-End Autonomous Driving Planning Generalized Trajectory Scoring for End-to-end Multimodal Planning

Reference 25

Resolution
verified exact
arxiv_id, observed 2026-05-20T20:59:01.643061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-20T20:57:06.455108Z digest=sha256:24dce80d5d6e7a7c6693cdfe4e7d04dbc120df7d9faa8e1150d217e00042f412

Observation 9970e91c-4ce7-4b53-ab5c-1d4a3fa64834 · inbound

IDOL: Inverse-Dynamics-Guided Future Prediction for End-to-End Autonomous Driving cites this paper.

IDOL: Inverse-Dynamics-Guided Future Prediction for End-to-End Autonomous Driving Generalized Trajectory Scoring for End-to-end Multimodal Planning

Reference 42

Resolution
verified exact
arxiv_id, observed 2026-07-01T19:36:08.381323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-28T22:23:07.223613Z digest=sha256:ef5482d02833faa7d4e9612ced8cc585fd11b2541f7167aa4b447543b8d3ecef

Observation b8fd87e8-85a5-4f09-8ff7-39d0d78d9638 · inbound

CLEAR: Cognition and Latent Evaluation for Adaptive Routing in End-to-End Autonomous Driving cites this paper.

CLEAR: Cognition and Latent Evaluation for Adaptive Routing in End-to-End Autonomous Driving Generalized Trajectory Scoring for End-to-end Multimodal Planning

Reference 25

Resolution
verified exact
arxiv_id, observed 2026-07-02T13:36:58.905728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-28T01:13:01.362993Z digest=sha256:acbbede6d3ba945dc1ed08b1838ebc4d487cf71473480bc65ef59d73cfa19a6f

Observation 363a473d-178b-402c-989a-7e815f994f1b · inbound

Test-Time Trajectory Optimization for Autonomous Driving cites this paper.

Test-Time Trajectory Optimization for Autonomous Driving Generalized Trajectory Scoring for End-to-end Multimodal Planning

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-07-02T17:47:17.907433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-27T21:53:02.554405Z digest=sha256:c69676bce7a16af2a7f2dc5f02668fcb103d46f02611edc0ad526b07373baeb8

Observation 486c66f8-6423-4822-8510-356221e22f56 · inbound

DriveReward: A Comprehensive Dataset and Generative Vision-Language Reward Model for Autonomous Driving cites this paper.

DriveReward: A Comprehensive Dataset and Generative Vision-Language Reward Model for Autonomous Driving Generalized Trajectory Scoring for End-to-end Multimodal Planning

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-07-02T22:27:25.505037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-27T18:58:26.701929Z digest=sha256:27e73f1a71355066a3bfd7e1e44579b210fad5f129cd7ae50aab81f04c011825

Observation 868c69de-e28c-43e3-b687-09c282a97eef · inbound

DriveJudge: Rethinking Autonomous Driving Evaluation with Vision-Language Models cites this paper.

DriveJudge: Rethinking Autonomous Driving Evaluation with Vision-Language Models Generalized Trajectory Scoring for End-to-end Multimodal Planning

Reference 30

Resolution
verified exact
arxiv_id, observed 2026-07-03T18:28:48.973882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-27T03:04:13.554098Z digest=sha256:e2649d89a423918baf998dab5dc1eca749a260bb63822a443bb5012a260be8aa

Observation 84d38d24-6647-4889-b658-9c2f470e1d49 · inbound

FlowR2A: Learning Reward-to-Action Distribution for Multimodal Driving Planning cites this paper.

FlowR2A: Learning Reward-to-Action Distribution for Multimodal Driving Planning Generalized Trajectory Scoring for End-to-end Multimodal Planning

Reference 33

Resolution
verified exact
arxiv_id, observed 2026-07-04T16:39:58.093716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-26T00:19:49.473294Z digest=sha256:d1b61ec7a1056a2b74674c3a043afccf1f93bfa5c49f0b7e933e30088b17a720

Observation 875d21d7-f97e-4d95-9024-9e0d5c63f73e · inbound

Off the Rails: Hijacking the Scoring Head in Generative End-to-End Driving Planners with Safety-Violating Adversarial Perturbations cites this paper.

Off the Rails: Hijacking the Scoring Head in Generative End-to-End Driving Planners with Safety-Violating Adversarial Perturbations Generalized Trajectory Scoring for End-to-end Multimodal Planning

Reference 27

Resolution
verified exact
arxiv_id, observed 2026-07-01T12:55:44.547251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-07-01T01:32:45.896103Z digest=sha256:4af6d57b91b09b6f0c0517076211fb2d931153d0adc95179b716ede1db845ee6

Observation 74181307-d05d-470b-8d33-c7db1116bbf3 · inbound

PriorEye: Geospatial Visual Priors for End-to-End Autonomous Driving cites this paper.

PriorEye: Geospatial Visual Priors for End-to-End Autonomous Driving Generalized Trajectory Scoring for End-to-end Multimodal Planning

Reference 38

Resolution
metadata mismatch
arxiv_id, observed 2026-07-01T09:55:41.526999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-07-01T05:58:58.075150Z digest=sha256:8bcae450ba4a28a8121724e722885d0a8bd97604ce9dd238f072584383284c62

Observation a792d65e-9b05-4f59-8206-316e22634284 · inbound

DRIFT: Drift and Aggregation for Motion Planning cites this paper.

DRIFT: Drift and Aggregation for Motion Planning Generalized Trajectory Scoring for End-to-end Multimodal Planning

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-02T01:56:05.657539Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T01:56:05.657539Z digest=sha256:78cb581a400e38e4f5ae7f5dd6a3c0d692141eb659eb33cdb089ff8fd90b7799

Observation 4dabccde-2494-4bab-9f03-ce8bd79827b1 · inbound

MOJITO: Modal Joint Learning for Unified End-to-End Autonomous Driving cites this paper.

MOJITO: Modal Joint Learning for Unified End-to-End Autonomous Driving Generalized Trajectory Scoring for End-to-end Multimodal Planning

Reference 28

Resolution
unresolved
no resolver link, observed 2026-07-30T20:32:29.296690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-30T20:32:29.296690Z digest=sha256:c59552c3a542dab90a05f813872c2db062e254eb17207f93ffac74dae2ef3d90

Observation ff784bb6-0630-446c-b328-ec9139258afd · inbound

DriveVLA-M0: Failure-Aware Memory Augmentation for Autonomous Driving cites this paper.

DriveVLA-M0: Failure-Aware Memory Augmentation for Autonomous Driving Generalized Trajectory Scoring for End-to-end Multimodal Planning

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-15T14:27:42.888092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T14:27:42.888092Z digest=sha256:b36bcaaceaa42f019cb6fa7317cf83b80ffaed6a8f5bf319e0b598f463f67274