Paper Citation Record · LEDGER

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning

As of 12 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2502.08974.

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

pith.paper-citation-record.v1
2502.08974 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T23:07:35.601384Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

33 of 33 outbound references displayed

verified exact1
verified fuzzy3
unresolved29
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 66714325-dd88-44f2-aeb2-259041e1570e · outbound

This paper cites H.; Vora, S.; Liong, V.

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning H.; Vora, S.; Liong, V

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T23:07:35.492606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43ab4dfe-0a35-4620-96f6-06fd27e4fe90 · outbound

This paper cites B.; Liniger, A.; Paudel, D.

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning B.; Liniger, A.; Paudel, D

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:07:36.060468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation dd397efe-bb32-4b0d-84ce-5fbb059f1a77 · outbound

This paper cites an unresolved cited work.

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T23:07:35.499517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3f473d8-603e-4ab5-8bae-861db00c5167 · outbound

This paper cites Pix2seq: A Language Modeling Framework for Object Detection.

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning Pix2seq: A Language Modeling Framework for Object Detection

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T23:07:35.502973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18dc723a-e8ac-465b-a957-86b9ca739c09 · outbound

This paper cites J.; and Hinton, G.

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning J.; and Hinton, G

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:07:36.044278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 93f969ca-235c-4f95-af3b-133c3285fb20 · outbound

This paper cites an unresolved cited work.

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T23:07:35.510216Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f6ae421-a821-403c-800b-7e29737a5269 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T23:07:35.513929Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8382f2cd-ed7f-42c7-b7fc-76e2ece8cb19 · outbound

This paper cites an unresolved cited work.

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T23:07:35.517609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 294302de-100d-4548-8650-65eb0cb9c991 · outbound

This paper cites P.; and Ba, J.

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning P.; and Ba, J

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T23:07:36.021397Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b22ec217-891f-4806-8055-ba019ef2cbdc · outbound

This paper cites Enhancing 3D Lane Detection and Topology Reasoning with 2D Lane Priors.

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning Enhancing 3D Lane Detection and Topology Reasoning with 2D Lane Priors

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T23:07:35.524559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e18d490e-9120-44c4-aea7-8fd7c4391f24 · outbound

This paper cites an unresolved cited work.

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T23:07:36.012317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 04cbf320-a229-459c-b15e-eebfd49c444a · outbound

This paper cites Graph-based Topology Reasoning for Driving Scenes.

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning Graph-based Topology Reasoning for Driving Scenes

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T23:07:35.531926Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04fe45d4-e10d-4eb5-9bee-ff0cf6a5fdb4 · outbound

This paper cites an unresolved cited work.

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T23:07:35.535672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 556c9711-65a5-46db-be58-a622fac31412 · outbound

This paper cites an unresolved cited work.

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T23:07:36.002495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0047a9ce-fdd2-447c-ac9c-ddd45be8ccec · outbound

This paper cites Lane Graph as Path: Continuity-preserving Path-wise Modeling for Online Lane Graph Construction.

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning Lane Graph as Path: Continuity-preserving Path-wise Modeling for Online Lane Graph Construction

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T23:07:35.542392Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14813688-f3b8-47a9-b807-f51175962fe5 · outbound

This paper cites MapTR: Structured Modeling and Learning for Online Vectorized HD Map Construction.

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning MapTR: Structured Modeling and Learning for Online Vectorized HD Map Construction

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T23:07:35.546135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2bd63035-e2b0-45c2-aa3c-a033fb6b149e · outbound

This paper cites MapTRv2: An End-to-End Framework for Online Vectorized HD Map Construction.

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning MapTRv2: An End-to-End Framework for Online Vectorized HD Map Construction

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T23:07:35.549512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3285b575-21bc-4460-95ac-4c0f29e4ec7a · outbound

This paper cites an unresolved cited work.

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T23:07:35.992874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5f4c62f5-1e8a-4b6c-a761-9a0e4d55144d · outbound

This paper cites an unresolved cited work.

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T23:07:35.983438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation fa92b432-cea6-4c8f-830c-dc31d0f7d35b · outbound

This paper cites an unresolved cited work.

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-07T23:07:35.972566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 46876966-626e-4d3e-9887-30d1ac0dc5ed · outbound

This paper cites an unresolved cited work.

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-07T23:07:35.961171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0d25bda9-8af9-4a46-9280-b6dfbbdfb9b2 · outbound

This paper cites an unresolved cited work.

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-07T23:07:35.951402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d34bb6d3-15a8-459b-b388-72e60cbc4c05 · outbound

This paper cites Leveraging Enhanced Queries of Point Sets for Vectorized Map Construction.

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning Leveraging Enhanced Queries of Point Sets for Vectorized Map Construction

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-08-07T23:07:35.690827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3b56623f-81a0-428d-8f51-aab4de3591fe · outbound

This paper cites an unresolved cited work.

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-07T23:07:35.941210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b9997e98-6197-4340-bad8-c9cdbe8a9a1f · outbound

This paper cites RoadPainter: Points Are Ideal Navigators for Topology transformER.

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning RoadPainter: Points Are Ideal Navigators for Topology transformER

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T23:07:35.575040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0764f33b-780b-42c5-b745-f373c3735f6b · outbound

This paper cites an unresolved cited work.

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T23:07:35.930064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a5f1c778-267d-4f57-89c3-41723d18e5e8 · outbound

This paper cites Attention Is All You Need.

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning Attention Is All You Need

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T23:07:35.581761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c57220df-2e2c-4994-a94a-d0181e27facf · outbound

This paper cites an unresolved cited work.

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-07T23:07:35.918985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation bebbe346-5a71-4f75-a89e-923d3a019cd5 · outbound

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

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning Argoverse 2: Next Generation Datasets for Self-Driving Perception and Forecasting

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T23:07:35.588469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f62c86e6-2a9a-4be5-9f1e-e6ab3fb24520 · outbound

This paper cites TopoMLP: A Simple yet Strong Pipeline for Driving Topology Reasoning.

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning TopoMLP: A Simple yet Strong Pipeline for Driving Topology Reasoning

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T23:07:35.591594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e36875f0-cff2-4a57-b5b2-ce3b0464c294 · outbound

This paper cites Deformable DETR: Deformable Transformers for End-to-End Object Detection.

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning Deformable DETR: Deformable Transformers for End-to-End Object Detection

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T23:07:35.594817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3205c614-4abb-47fb-bc7f-ae09c981363b · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning , " * write output.state after.block = add.period write newline

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T23:07:35.597986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ceb84242-d26c-430c-bb33-1c641f6b9530 · outbound

This paper cites write newline.

Topo2Seq: Enhanced Topology Reasoning via Topology Sequence Learning write newline

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T23:07:35.601384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.