Pith. sign in

Paper Citation Record · LEDGER

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving

As of 16 August 2026, this Paper Citation Record lists 78 of 78 outbound references and 2 inbound Pith citation observations for arXiv:2506.17590.

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

pith.paper-citation-record.v1
2506.17590 v2

Coverage vector

measured 78 of 78 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T19:09:58.268807Z

measured 80 of 80 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:48:52.885254Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T22:51:23.234473Z

Reference resolution

78 of 78 outbound references displayed

  • verified exact2
  • verified fuzzy48
  • unresolved27
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f4e8e3f5-de15-4af6-ba36-2024802f7673 · outbound

This paper cites Unsupervised 3d perception with 2d vision-language distillation for autonomous driving.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Unsupervised 3d perception with 2d vision-language distillation for autonomous driving

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:59.032778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:57.481039Z digest=sha256:b667df2d24954f714e09bb6f257934c83bb0e8e8cc62f067881458db1b665ecb

Observation 0af3ba92-305e-470d-bc31-573337a354fc · outbound

This paper cites Detclipv2: Scalable open-vocabulary object detection pre-training via word-region alignment.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Detclipv2: Scalable open-vocabulary object detection pre-training via word-region alignment

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:59.024093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.004106Z digest=sha256:6204c7cb1b800be8087e267b7675c236e2847f682c9cae7689a9bade3b33e386

Observation a42fda71-9c34-4be2-bc28-ca01f078453a · outbound

This paper cites DriveVLM: The Convergence of Autonomous Driving and Large Vision-Language Models.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving DriveVLM: The Convergence of Autonomous Driving and Large Vision-Language Models

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-15T19:09:58.007967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:09:58.007967Z digest=sha256:0282086dde11dde6658c4b3a563754a375bc603725ba144eb14933091d2c89e8

Observation c5fbc01a-6dd3-44ed-8962-e70f5bbc78d9 · outbound

This paper cites Langcoop: Collaborative driving with language.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Langcoop: Collaborative driving with language

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:59.016594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.013316Z digest=sha256:bf1d80e6998474a7eda6c2f95e9ee96b121bccf352c62647c9d6734a84d9516e

Observation e59e7ee8-b768-4f3f-b5b9-da1fb20f6a99 · outbound

This paper cites Generative AI for Autonomous Driving: Frontiers and Opportunities.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Generative AI for Autonomous Driving: Frontiers and Opportunities

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-15T19:09:58.016824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:09:58.016824Z digest=sha256:fdf5946ba7e4c47b5b2ec55d93082c9c8f75b0e930325904f5b261c50b5be2d9

Observation fcbee32a-d9ba-41e7-a27c-fb3ff3d14f65 · outbound

This paper cites Autotrust: Benchmarking trustworthiness in large vision language models for autonomous driving.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Autotrust: Benchmarking trustworthiness in large vision language models for autonomous driving

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-15T19:09:58.021431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:09:58.021431Z digest=sha256:463da548304bcd2e0959cbf51d46a1f5392d22b2d07c2d0e5b67df6eae085671

Observation 22087431-321c-4b1c-96ad-2167b022cba1 · outbound

This paper cites V2x-unipool: Unifying multimodal perception and knowledge reasoning for autonomous driving.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving V2x-unipool: Unifying multimodal perception and knowledge reasoning for autonomous driving

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-15T19:09:58.025026Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:09:58.025026Z digest=sha256:5fcedc1ce4c031f64f5c4ec94414488fc68679c7fce72dfcca0fbf9da5e58dca

Observation 3e7aedbe-fe73-457e-825b-39e52c18a841 · outbound

This paper cites Automated Vehicles Should be Connected with Natural Language.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Automated Vehicles Should be Connected with Natural Language

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-15T19:09:58.029537Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:09:58.029537Z digest=sha256:9b7db320be0f326b465210cb26db368b060998f86b21def811a61d455c5d81b7

Observation 1f4f83be-989f-4da0-87a3-ee24d35ec11a · outbound

This paper cites SimpleLLM4AD: An End-to-End Vision-Language Model with Graph Visual Question Answering for Autonomous Driving.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving SimpleLLM4AD: An End-to-End Vision-Language Model with Graph Visual Question Answering for Autonomous Driving

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-15T19:09:58.033485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:09:58.033485Z digest=sha256:2763c43239b44e06b8759f1589a228f3b4deea51f4dd48a873eaab362e0e136d

Observation 41df53cf-b1dc-4767-ba96-822bd5ee6b39 · outbound

This paper cites Drivegpt4: Interpretable end-to-end autonomous driving via large language model.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Drivegpt4: Interpretable end-to-end autonomous driving via large language model

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-15T19:09:58.037948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:09:58.037948Z digest=sha256:5c5eba3240ed4125864d78e5421874508ad33afe9656aaed0cabcebc0a0c4f01

Observation e1052c2d-f114-45cc-a676-a754d18a2c81 · outbound

This paper cites V2X-VLM: End-to-End V2X Cooperative Autonomous Driving Through Large Vision-Language Models.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving V2X-VLM: End-to-End V2X Cooperative Autonomous Driving Through Large Vision-Language Models

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-15T19:09:58.041057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:09:58.041057Z digest=sha256:8715619701a3406094dc24385f1313aa261bec1646961e33be538dfe1a700970

Observation 72dbcff4-5150-4b9b-b00a-dfbcc9303d49 · outbound

This paper cites Senna: Bridging Large Vision-Language Models and End-to-End Autonomous Driving.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Senna: Bridging Large Vision-Language Models and End-to-End Autonomous Driving

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-15T19:09:58.045274Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:09:58.045274Z digest=sha256:c6d3d23ea822ca0d55e71e74abb6327f9ef29b0dde7a85b68be84d9994fa1834

Observation dd312686-5729-4c0b-83a4-d21f7ac2c167 · outbound

This paper cites GPT-Driver: Learning to Drive with GPT.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving GPT-Driver: Learning to Drive with GPT

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-15T19:09:58.048791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:09:58.048791Z digest=sha256:9210c15ddaf66385a081bd2a22cd0438a4e930d989ccdc9f2f718311ac69a817

Observation 8bcd528c-761e-4cfa-8be1-767be19ea01c · outbound

This paper cites Using Multimodal Large Language Models for Automated Detection of Traffic Safety Critical Events.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Using Multimodal Large Language Models for Automated Detection of Traffic Safety Critical Events

Reference 14

Resolution
metadata mismatch
local_arxiv, observed 2026-08-15T19:09:58.445844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.052010Z digest=sha256:5e9fba54a600731aaa22e97367d929af42abbdc1fb80c75bd946454cf33c7970

Observation 8d9053f7-5435-44bd-b178-f50f4e17ef24 · outbound

This paper cites Openemma: Open-source multimodal model for end-to-end autonomous driving.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Openemma: Open-source multimodal model for end-to-end autonomous driving

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:59.003079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.055009Z digest=sha256:b90cd5573ea0840fdb34805d209e801dc2aafc34f6425e15097e5735669041ec

Observation 7999ae46-81fd-498d-bcce-bc4c70f85998 · outbound

This paper cites Mining patterns of autonomous vehicle crashes involving vulnerable road users to understand the associated factors.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Mining patterns of autonomous vehicle crashes involving vulnerable road users to understand the associated factors

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.994646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.057903Z digest=sha256:6b5334d33d1455e7122396a52f23993f9fd7e7072d5800ea3b834de33c7ce292

Observation cc8f6a5a-f092-427a-9c9a-93477605ba58 · outbound

This paper cites A matched case-control analysis of autonomous vs human- driven vehicle accidents.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving A matched case-control analysis of autonomous vs human- driven vehicle accidents

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.986049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.060915Z digest=sha256:931425c2dae6007934320b7a11c8e5129166a44256d2e0ad1c0137d52895d6a9

Observation 1b4dae3e-dbf8-4050-94b2-d808042fb308 · outbound

This paper cites Simulating the Unseen: Crash Prediction Must Learn from What Did Not Happen.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Simulating the Unseen: Crash Prediction Must Learn from What Did Not Happen

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-15T19:09:58.063969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:09:58.063969Z digest=sha256:f2e288b6aaa5da0e291cf73480ebc21736ca818ae2c9e44bd62023121247d0a9

Observation c423b14a-0e2b-48b7-b00a-4b05d4257bc5 · outbound

This paper cites an unresolved cited work.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:09:58.977283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.066789Z digest=sha256:2e7c41267720f60c664bda6fb48ff36b522a4b72bb2f06a2102ae6112afe24f2

Observation ef408594-4dbe-4c0a-8204-ba90878876fc · outbound

This paper cites an unresolved cited work.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:09:58.968570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.070804Z digest=sha256:74043204bc1b328581c4bb1d8aa0ede76ccaad6cac9105b3f455b72180bc4a04

Observation 790a3565-2de9-4f51-89ca-f2877927dca6 · outbound

This paper cites Sophie: An attentive gan for predicting paths compliant to social and physical constraints.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Sophie: An attentive gan for predicting paths compliant to social and physical constraints

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.961099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.075444Z digest=sha256:1fa74f12c507d517bd9fa668ba0cceafcc96d9a92d190d3af76160113edc947f

Observation 982c46a1-0109-4a24-b79f-467fc368f5c0 · outbound

This paper cites Social lstm: Human trajectory prediction in crowded spaces.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Social lstm: Human trajectory prediction in crowded spaces

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.953211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.079387Z digest=sha256:7f38e86b71b4879481623fa7c0b96b8c34e108c81b8a704b7c272f56bb8b85de

Observation e0f078b4-38ae-49aa-ac0e-3c4b2803016a · outbound

This paper cites Social graph convolutional lstm for pedestrian trajectory prediction.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Social graph convolutional lstm for pedestrian trajectory prediction

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.945849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.082741Z digest=sha256:35ba69bb4e453cc4e3a383aaebf8305867906708e8b8a68d588c0414c285716c

Observation fa362a71-78e9-4aea-a379-2f0bfcf2cc4c · outbound

This paper cites Pedast-gcn: Fast pedestrian crossing intention prediction using spatial–temporal attention graph convolution networks.IEEE Transactions on Intelligent Transportation Systems, 2024.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Pedast-gcn: Fast pedestrian crossing intention prediction using spatial–temporal attention graph convolution networks.IEEE Transactions on Intelligent Transportation Systems, 2024

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.937914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.086852Z digest=sha256:111ad94d4d7b5d93377a7e827b68defcddf92bda71c49c92c12e5cb7ab7f2614

Observation 6ded8d9d-52f4-4f3d-be69-e14ccf229083 · outbound

This paper cites Drama: Joint risk localization and captioning in driving.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Drama: Joint risk localization and captioning in driving

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.929396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.089966Z digest=sha256:f73315a89c5c1c1b1f6fd6ae9e9877f5327b864c4905aae922c3f38125bca656

Observation 83a27c89-ec82-42e8-9145-87b14d27abfa · outbound

This paper cites Qwen2.5-VL Technical Report.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Qwen2.5-VL Technical Report

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-15T19:09:58.092605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:09:58.092605Z digest=sha256:e80f5ca276dd64a0f82ae6f4c9f174bf24090c6e2813e872decaea4f7667654d

Observation aef26046-f8be-47c2-bcf4-d959bd88d1d5 · outbound

This paper cites GPT-4 Technical Report.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving GPT-4 Technical Report

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-15T19:09:58.095477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:09:58.095477Z digest=sha256:df0d69764ad7d5c8e349ecefad68ead57c5c02d0e9a0afba78b3e7090d19358b

Observation e1e0512f-ea0e-4299-ab4b-e3cb243381d8 · outbound

This paper cites Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Vision-Language Models.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Molmo and PixMo: Open Weights and Open Data for State-of-the-Art Vision-Language Models

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-15T19:09:58.098481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:09:58.098481Z digest=sha256:adb84380966d0bdd0051e835bb777672951fa60ce7a60f27274909595e9b530b

Observation 96081b1a-2a4b-4761-a312-ce7cada3f53a · outbound

This paper cites LLaVA-OneVision: Easy Visual Task Transfer.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving LLaVA-OneVision: Easy Visual Task Transfer

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-15T19:09:58.101424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:09:58.101424Z digest=sha256:cde655637f8a3e55bcae9f467e6e4bd38418aea283d608d2f9df8540f1e4de9b

Observation 98458043-29f8-4a19-8930-3b3f5e13d6e1 · outbound

This paper cites an unresolved cited work.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:09:58.919227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.105289Z digest=sha256:a5af5fc1fe9d7f39e306b31aa7228789b4c431c12dfb853f6ae2ce341df3c037

Observation 333b2c2d-5aec-43f3-bdf8-4cb3adf0a732 · outbound

This paper cites Context-based detection of pedestrian crossing intention for autonomous driving in urban environments.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Context-based detection of pedestrian crossing intention for autonomous driving in urban environments

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.911559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.108991Z digest=sha256:fe8fe90058b442d51734240cb8514c9dd207e0d6110d93bb7352f21f0b765d98

Observation 9e8833f7-cd3b-4b50-88c9-6d4c19149269 · outbound

This paper cites an unresolved cited work.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:09:58.902969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.112948Z digest=sha256:c53f7f6e2ddadaaac637f2cb87ecaf67e15e6d4c3fe8cfe45dafdb8098a238dc

Observation 9dcb1853-cd97-4227-9f36-6fdbf834d6b3 · outbound

This paper cites Mambast: A plug-and-play cross-spectral spatial-temporal fuser for efficient pedestrian detection.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Mambast: A plug-and-play cross-spectral spatial-temporal fuser for efficient pedestrian detection

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.894462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.116211Z digest=sha256:542c5083cddcae108d73da725278f427dad6946d1a091143785ea5662c5e7f96

Observation 692ca91d-1f73-4801-8a0d-d009951c7c85 · outbound

This paper cites IRS-Assisted Active Device Detection.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving IRS-Assisted Active Device Detection

Reference 34

Resolution
verified exact
local_arxiv, observed 2026-08-15T19:09:58.409419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.119712Z digest=sha256:f5c584baae2977f4da462ad354bf7674c5cd34b877cd7d5a5f07bab6b4b40551

Observation 0df3e4ca-fb9a-4951-8c5d-3f48f5307397 · outbound

This paper cites AirV2X: Unified Air-Ground Vehicle-to-Everything Collaboration.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving AirV2X: Unified Air-Ground Vehicle-to-Everything Collaboration

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-15T19:09:58.122632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:09:58.122632Z digest=sha256:69a250ae3be7cb83c16e4228bd7af60619537cf244485470d12ba2c2e6b1bbe1

Observation b02a8160-9914-4713-9668-a9f9bd014566 · outbound

This paper cites Vision meets robotics: The KITTI dataset.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Vision meets robotics: The KITTI dataset

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.887452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.126280Z digest=sha256:7cb4599b0c3e871f26d1bdaf3b5e3283be4ac640e880cd893ef26919c9ceb59c

Observation 53d5d645-5a28-4e42-b15d-44bb1f3e4b66 · outbound

This paper cites Lang, Sourabh V ora, Venice Erin Liong, Qiang Xu, Anush Krishnan, Yu Pan, Giancarlo Baldan, and Oscar Beijbom.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Lang, Sourabh V ora, Venice Erin Liong, Qiang Xu, Anush Krishnan, Yu Pan, Giancarlo Baldan, and Oscar Beijbom

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.879841Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.129313Z digest=sha256:59e2fa48495649626ab48cc796ee0687180bd38f68b5f9acc4e043085156b8e0

Observation 6ef1c438-3a7f-4bab-9e98-ddca23da344c · outbound

This paper cites Scalability in perception for autonomous driving: Waymo open dataset.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Scalability in perception for autonomous driving: Waymo open dataset

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.872507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.132382Z digest=sha256:1e465d1b61562acbbecc9e3bf3a5eb042e0baac5323cda34135aa03e27df86f5

Observation d4ffafcb-5897-4d3b-829a-437146289a9e · outbound

This paper cites Argoverse: 3d tracking and forecasting with rich maps.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Argoverse: 3d tracking and forecasting with rich maps

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.864139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.136122Z digest=sha256:e34211193ee9ce2d8cbc2f40ce520f4a0b4e8e61884ec883fe0405ef22acbd20

Observation dd52126d-6690-4b24-be64-82002e810574 · outbound

This paper cites BDD100K: A diverse driving dataset for heterogeneous multitask learning.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving BDD100K: A diverse driving dataset for heterogeneous multitask learning

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.857553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.139305Z digest=sha256:639657e70aa256fda5708a360e3ebc0c251b841b0b76bf82b30f1fd5abdfa4f3

Observation 20940842-b273-40cc-bbc3-7290066130a6 · outbound

This paper cites Large scale interactive motion forecasting for autonomous driving: The waymo open motion dataset.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Large scale interactive motion forecasting for autonomous driving: The waymo open motion dataset

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.850231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.141851Z digest=sha256:2a2f3f38235f049834b81a53b23845e8a550d3e40dd4d682ff6817fc1b99f2ef

Observation 3d72b806-db63-40b5-aafa-52777a61e5b5 · outbound

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

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving DriveLM: Driving with graph visual question answering

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.841315Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.145633Z digest=sha256:d9d47c4bedb8a9c1492a72449a47a09471f8d15b6c9c4b4a63bc8400d15d80ed

Observation da1b565f-92e8-48cf-9456-79f89dd4e287 · outbound

This paper cites WOMD-Reasoning: A Large-Scale Dataset for Interaction Reasoning in Driving.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving WOMD-Reasoning: A Large-Scale Dataset for Interaction Reasoning in Driving

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-15T19:09:58.148324Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:09:58.148324Z digest=sha256:5df29127a908ce0068fcdfe6cd51b946a4c883d3d391d7dff2838a295d708e07

Observation 2805ef8f-d182-42e1-9d7d-0997417d1698 · outbound

This paper cites Textual explanations for self-driving vehicles.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Textual explanations for self-driving vehicles

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.834090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.152558Z digest=sha256:27bc7b264d093a419d5e9eb9b5f3c60fa4c1853257c33c67f79621b1a7f92bb7

Observation ec0e760a-ceff-4521-864b-24209dcb8003 · outbound

This paper cites Explainable object-induced action decision for autonomous vehicles.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Explainable object-induced action decision for autonomous vehicles

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.827259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.156552Z digest=sha256:304ac131da9203ed4069548486cb367039c991a716a12b3468c6dfc67111c3ed

Observation 829c9104-f78c-4ed0-89b7-301487164237 · outbound

This paper cites Rea- son2Drive: Towards interpretable and chain-based reasoning for autonomous driving.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Rea- son2Drive: Towards interpretable and chain-based reasoning for autonomous driving

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.820121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.160124Z digest=sha256:d1692a36d29dd93645fae84aab03a157d7f1b8187eceb515a6efd096ac741c00

Observation 697c601b-a106-4f1d-a862-1a16c7829a3e · outbound

This paper cites Shamma, Michael Bernstein, and Li Fei-Fei.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Shamma, Michael Bernstein, and Li Fei-Fei

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.811090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.163513Z digest=sha256:b7f810f7000d5f40f788a97102c8dda1cc64e3b21c17560a8fbab7b718d2ecd5

Observation b66a035b-f3a9-4027-a948-3dee18069e48 · outbound

This paper cites Choy, and Li Fei-Fei.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Choy, and Li Fei-Fei

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.803613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.166018Z digest=sha256:23741041d60b2879a62575bbdfc89b346a0b4c1fc693019b504ec40df595dcc4

Observation 78650959-65f4-4d56-8867-22f18770be1a · outbound

This paper cites Neural motif networks for visual scene graph generation.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Neural motif networks for visual scene graph generation

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.797010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.169428Z digest=sha256:004102682e93047d26ac83e06b7a991eea0fc62ba04e2c22628853db0ab5eec3

Observation d7ccf5e1-6e03-48f8-93e9-d80f8851b14b · outbound

This paper cites Compositional Chain-of-Thought Prompting for Large Multimodal Models.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Compositional Chain-of-Thought Prompting for Large Multimodal Models

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-15T19:09:58.174154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:09:58.174154Z digest=sha256:808daf25080487eccf8a8f92d85106d6761dfce7290a3e9732b93f3e2cd47d69

Observation d4312566-a21f-4e31-ab11-4f4afc19a025 · outbound

This paper cites Prism-0: A predicate-rich scene graph generation framework for zero-shot open-vocabulary tasks.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Prism-0: A predicate-rich scene graph generation framework for zero-shot open-vocabulary tasks

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-15T19:09:58.178160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:09:58.178160Z digest=sha256:74c91a821db6c60f01270566ce7a8fdcc37694f312e9dd70ef9d03300d0bb515

Observation 1a0e738b-2051-46b2-835b-3ec126b0ebeb · outbound

This paper cites Sg-nav: Online 3d scene graph prompting for llm-based zero-shot object navigation.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Sg-nav: Online 3d scene graph prompting for llm-based zero-shot object navigation

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.790382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.180929Z digest=sha256:4db8ff9d900a55c409beeef2ac28a4d31c6d45982b227dd38844e531231bb882

Observation 723735d1-d42a-4ce5-9a85-7807ebe8f402 · outbound

This paper cites From pixels to graphs: Open- vocabulary scene graph generation with vision-language models.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving From pixels to graphs: Open- vocabulary scene graph generation with vision-language models

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.782550Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.183787Z digest=sha256:2d5d8ee9472a2fa7dcd514b4b75b9b17897dd1ca290aaebced39c915af68304e

Observation 1b05061f-7b5b-40ae-be9b-0e47817f7f5e · outbound

This paper cites Expanding scene graph boundaries: Fully open-vocabulary scene graph generation via visual-concept alignment and retention (ovsgtr).

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Expanding scene graph boundaries: Fully open-vocabulary scene graph generation via visual-concept alignment and retention (ovsgtr)

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.775035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.186483Z digest=sha256:bf6ab112f951a7e9d5eb822b79ca1d6b519ea86e70127870a1aafcca844310aa

Observation 794707cc-3e86-4dda-9c62-163bc72ab745 · outbound

This paper cites Egtr: Extracting graph from transformer for scene graph generation.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Egtr: Extracting graph from transformer for scene graph generation

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.767362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.189249Z digest=sha256:eddabee128187218358f47b6b86f72111f9a7ab7928af5111525101f82646202

Observation cccd7b03-b908-4b07-9c0e-5e3db5a0d3d8 · outbound

This paper cites Relation-aware hierarchical prompt for open- vocabulary scene graph generation.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Relation-aware hierarchical prompt for open- vocabulary scene graph generation

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.759665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.191988Z digest=sha256:18058f7f2a891511d0f9a2fb0fbac12bac61e0dcd38e410b4e15e36bdb101ab1

Observation 65202a97-8d84-453a-9247-44765e186d0e · outbound

This paper cites End-to-end Open-vocabulary Video Visual Relationship Detection using Multi-modal Prompting.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving End-to-end Open-vocabulary Video Visual Relationship Detection using Multi-modal Prompting

Reference 57

Resolution
verified exact
local_arxiv, observed 2026-08-15T19:09:58.307430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.194843Z digest=sha256:dddb2a8ec15b618379e85bd68c9e29356cf16ad1c930fa1302925e5ace36efd7

Observation 0232288d-454b-4903-a971-82435640e344 · outbound

This paper cites Dada-2000: Can driving acci- dent be predicted by driver attentionƒ analyzed by a benchmark.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Dada-2000: Can driving acci- dent be predicted by driver attentionƒ analyzed by a benchmark

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.750556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.198760Z digest=sha256:8c78fbc3140f27b959eb4d3c76db05e70ebadd0aafe36051f0b221af2fe5c761

Observation ac7d8dd6-5159-493c-abdd-42670163b14c · outbound

This paper cites Deepaccident: A motion and accident prediction benchmark for v2x autonomous driving.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Deepaccident: A motion and accident prediction benchmark for v2x autonomous driving

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.742434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.201539Z digest=sha256:13115abd2f5a3168564425c27ce7098104ca9c048f61530eac9f86d124d42bfc

Observation c9140e49-663c-43ee-a35f-7fb1e348b523 · outbound

This paper cites Uncertainty-based traffic accident anticipation with spatio-temporal relational learning.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Uncertainty-based traffic accident anticipation with spatio-temporal relational learning

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.734499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.206094Z digest=sha256:9625aa022db8c17c68bc852eaa50cf03fb2d816e39af5997a4628c48bb779d5d

Observation 6aab1339-3c06-4a54-b410-ed4c6eee5a99 · outbound

This paper cites Yolov8: Open-source object detection model.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Yolov8: Open-source object detection model

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.725402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.210176Z digest=sha256:fbe7803412715a29894c8dc495f71bca5784b5e6b5cade22a839c305f493870b

Observation 0c63b265-3b23-48b7-8085-7e2fdb142357 · outbound

This paper cites BoT-SORT: Robust Associations Multi-Pedestrian Tracking.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving BoT-SORT: Robust Associations Multi-Pedestrian Tracking

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-15T19:09:58.213687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:09:58.213687Z digest=sha256:a6c3b4b2013692e0c3c3249775fc222c91498ba5fa93dd69e3746a473ca62837

Observation a2832298-2f9d-4e90-a557-0e1fef2f1993 · outbound

This paper cites Faster r-cnn: Towards real-time object detection with region proposal networks.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Faster r-cnn: Towards real-time object detection with region proposal networks

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.717866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.218194Z digest=sha256:fd6e6b1c32cb79d2dd91948c410235136e28f36af668159dbfe8e9ae4ecef194

Observation 1e5b69a4-6573-45ba-ac11-1a6c23909e26 · outbound

This paper cites Compositional chain-of-thought prompting for large multimodal models.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Compositional chain-of-thought prompting for large multimodal models

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.709632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.221491Z digest=sha256:6eec28601291bdff1883f1bfe8e55d9cc1ea7cb04b38c0ecabdf12f8fb250c59

Observation fe0b97b1-5a8d-488e-9751-5300dc619540 · outbound

This paper cites NaturalBench: Evaluating Vision-Language Models on Natural Adversarial Samples.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving NaturalBench: Evaluating Vision-Language Models on Natural Adversarial Samples

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-15T19:09:58.224099Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T19:09:58.224099Z digest=sha256:9edbf8a01b16a502d2077971c7de9a686de94d78a2645ea97109137c4b9aefbd

Observation 2acc7779-1f23-4db3-a5f1-677da50aff61 · outbound

This paper cites sample_n.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving sample_n

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.700229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.228124Z digest=sha256:d62a990c48534a88a8bfeebe5aca61328710e7551c070fa17925c91ceaf66992

Observation cddb30b5-c67a-4d66-97b2-0d65b07b68be · outbound

This paper cites The special requirement is that you must include every pedestrian and cyclist separately and not group them as people or cyclists.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving The special requirement is that you must include every pedestrian and cyclist separately and not group them as people or cyclists

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.693140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.231709Z digest=sha256:697e507583fb66e83d8f382b3d1198ce31a73016304dbe681239bc155d5c3ef8

Observation 3230e9e0-2c77-47be-b27c-84bf6c6fb498 · outbound

This paper cites Object attribute should include the state of the object eg.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Object attribute should include the state of the object eg

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.683168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.234483Z digest=sha256:9de192d7eaec36e082f37d47fab46ed9b046638f9372ad9621701f961c51d58d

Observation 629a4daf-5658-48d2-b3be-17405cff0921 · outbound

This paper cites These should be with respect to the original image dimensions.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving These should be with respect to the original image dimensions

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.674553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.238503Z digest=sha256:01e49b69ff6d523b2449b4e88941fa3ef6aaf6d6b0f8b3c6292fcbb1ee96571d

Observation dfce141d-10e7-45eb-8090-7c288a9257cf · outbound

This paper cites Objects": {.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Objects": {

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.665765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.242457Z digest=sha256:ced69e99d8237f9395e106863d5b9123ccc4e340940d17c52bc4e2b68276feb0

Observation 8f77efd3-f3ba-4c7f-a327-157d2cbd7975 · outbound

This paper cites an unresolved cited work.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Unresolved cited work

Reference 71

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:09:58.656893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.245183Z digest=sha256:f4a8daecc78c51d937ab100326013a357aac80e84b0be2de5640efa8138f2c93

Observation b5f133c6-6a79-4398-8f76-853a34c7f990 · outbound

This paper cites goes to the left.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving goes to the left

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.648986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.249053Z digest=sha256:260b0f3436201d0fb28b693f8eb575ab63ba35522f3eae1b3994d3d98bb3f3ca

Observation 1e2b31e9-68c8-4006-99b0-c50292457e8a · outbound

This paper cites an unresolved cited work.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Unresolved cited work

Reference 73

Resolution
unresolved
raw_fallback, observed 2026-08-15T19:09:58.640969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.252228Z digest=sha256:7ad554e5eb739b729319b0bd67a8da8ca4b63c6e504eb50fa1e9d77ee15298fd

Observation 4e1ac35f-8cf8-461c-a75c-eb9229a24c52 · outbound

This paper cites name_of_object.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving name_of_object

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.631626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.257027Z digest=sha256:e2077f4235592208793641d78138a5a6ed4a681c7f8fe47e39954773e360f0ba

Observation fd0b65b4-fa87-4260-99dd-527810eddce4 · outbound

This paper cites goes to the left.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving goes to the left

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.622108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.259978Z digest=sha256:aa91454f4461add1a6e2e6a4da74faccf7a08ca719d0afee94ac4851255b76e5

Observation 63181a4f-afae-488c-a995-93eb97fa0575 · outbound

This paper cites Risk is defined as a hazardous scenario that poses danger to the ego vehicle.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Risk is defined as a hazardous scenario that poses danger to the ego vehicle

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.612665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.262444Z digest=sha256:c190ee04627ab4005a151206d64baff4e263592e6263218c14fdfd346b591686

Observation ab862bc5-bc81-4e15-bdeb-e5015bda732e · outbound

This paper cites these should be with respect to orginal image dimensions.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving these should be with respect to orginal image dimensions

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.603955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.266093Z digest=sha256:d471a9981744bc49b5bd0de5f077f5c3360d76129184baa94c41d723eb61258a

Observation 92860e12-1ba5-430d-bc6e-52b344a0b085 · outbound

This paper cites Risk": "Yes/No.

DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving Risk": "Yes/No

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T19:09:58.594664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T19:09:58.268807Z digest=sha256:af85914896617da7565b2c07d0b4ad93806a01183cbdbb8d955ca425613eedb7

Pith citing papers

Observation fb582bfd-7ef6-4502-a990-c74316158bdd · inbound

Automated Vehicles Should be Connected with Natural Language cites this paper.

Automated Vehicles Should be Connected with Natural Language DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-06T21:48:52.885254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:48:52.885254Z digest=sha256:e0cd3abdf142d7dd8c81cf3a817eef64699733574f0b7d9854d320b98eedf82c

Observation 6f579c5b-cb53-44a7-9a2e-fcd85b57e3e8 · inbound

VLM-VPI: A Vision-Language Reasoning Framework for Improving Automated Vehicle-Pedestrian Interactions cites this paper.

VLM-VPI: A Vision-Language Reasoning Framework for Improving Automated Vehicle-Pedestrian Interactions DRAMA-X: A Fine-grained Intent Prediction and Risk Reasoning Benchmark For Driving

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-05-11T22:51:23.238127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-08T02:18:56.169218Z digest=sha256:3c5c991e3c15952f4c2a98e1bd2cf36c80e7693daa6ab85bd39ce5792681311a