Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T05:51:40.225675Z
Paper Citation Record · LEDGER
RoadMamba: A Dual Branch Visual State Space Model for Road Surface Classification
As of 9 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 1 inbound Pith citation observation for arXiv:2508.01210.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-01T11:47:31.729464Z
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
31 of 31 outbound references displayed
- verified exact3
- verified fuzzy0
- unresolved28
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 526efb61-8f36-47fb-a3bc-befe33282aad · outbound
This paper cites , " * write output.state after.block = add.period write newline.
RoadMamba: A Dual Branch Visual State Space Model for Road Surface Classification , " * write output.state after.block = add.period write newline
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T05:51:40.113126Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8310cf2a-ee7b-48e8-94fb-17ef271bc25f · outbound
This paper cites write newline.
RoadMamba: A Dual Branch Visual State Space Model for Road Surface Classification write newline
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T05:51:40.117472Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f2ca8d7c-69b4-4fa1-bb2d-99474936b871 · outbound
This paper cites H.; Vora, S.; Liong, V.
RoadMamba: A Dual Branch Visual State Space Model for Road Surface Classification H.; Vora, S.; Liong, V
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T05:51:40.121607Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8c408b4e-9c1f-4f88-9cea-09e02302382c · outbound
This paper cites Q-MambaIR: Accurate Quantized Mamba for Efficient Image Restoration.
RoadMamba: A Dual Branch Visual State Space Model for Road Surface Classification Q-MambaIR: Accurate Quantized Mamba for Efficient Image Restoration
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T05:51:40.126155Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 25777252-dd4d-4c45-b439-adf282624e2c · outbound
This paper cites an unresolved cited work.
RoadMamba: A Dual Branch Visual State Space Model for Road Surface Classification Unresolved cited work
Reference 5
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T05:51:40.534344Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 7e89e69b-64e6-40c3-aaa5-c5f3cd6854c5 · outbound
This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.
RoadMamba: A Dual Branch Visual State Space Model for Road Surface Classification An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T05:51:40.133942Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1739ed1c-70d4-44d6-b48b-f4a2f0bd43e6 · outbound
This paper cites an unresolved cited work.
RoadMamba: A Dual Branch Visual State Space Model for Road Surface Classification Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T05:51:40.523323Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f5093de2-c84f-43f7-8a4c-d2831f4484fb · outbound
This paper cites Mamba: Linear-Time Sequence Modeling with Selective State Spaces.
RoadMamba: A Dual Branch Visual State Space Model for Road Surface Classification Mamba: Linear-Time Sequence Modeling with Selective State Spaces
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T05:51:40.141687Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3bd77431-617f-4fc5-b8e8-0e775cd3886f · outbound
This paper cites Efficiently Modeling Long Sequences with Structured State Spaces.
RoadMamba: A Dual Branch Visual State Space Model for Road Surface Classification Efficiently Modeling Long Sequences with Structured State Spaces
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T05:51:40.146100Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e85f9dac-9e47-4a8e-9c56-28076c24cd0c · outbound
This paper cites an unresolved cited work.
RoadMamba: A Dual Branch Visual State Space Model for Road Surface Classification Unresolved cited work
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T05:51:40.150092Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0ce12a98-9a0c-4de1-803f-1c7e651f2293 · outbound
This paper cites an unresolved cited work.
RoadMamba: A Dual Branch Visual State Space Model for Road Surface Classification Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T05:51:40.506641Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 59988434-7bf1-4e92-9e46-f2b56db12f95 · outbound
This paper cites an unresolved cited work.
RoadMamba: A Dual Branch Visual State Space Model for Road Surface Classification Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T05:51:40.495720Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation df551fe3-db36-450e-b198-8e7af6ad921c · outbound
This paper cites an unresolved cited work.
RoadMamba: A Dual Branch Visual State Space Model for Road Surface Classification Unresolved cited work
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T05:51:40.161928Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 04fdf0d5-6e6f-4cbf-b610-10750da54ca2 · outbound
This paper cites an unresolved cited work.
RoadMamba: A Dual Branch Visual State Space Model for Road Surface Classification Unresolved cited work
Reference 14
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T05:51:40.478302Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 9612c29d-ab66-43ab-8bf1-62eb84c9902f · outbound
This paper cites an unresolved cited work.
RoadMamba: A Dual Branch Visual State Space Model for Road Surface Classification Unresolved cited work
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T05:51:40.169834Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 524be870-72e6-4cf5-a8c3-b271b0a26413 · outbound
This paper cites an unresolved cited work.
RoadMamba: A Dual Branch Visual State Space Model for Road Surface Classification Unresolved cited work
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T05:51:40.173529Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e554c5b-76cf-4979-bc30-46efaef132c9 · outbound
This paper cites an unresolved cited work.
RoadMamba: A Dual Branch Visual State Space Model for Road Surface Classification Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T05:51:40.454166Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 84a8bda7-b79f-47ff-8454-bfa016f77839 · outbound
This paper cites an unresolved cited work.
RoadMamba: A Dual Branch Visual State Space Model for Road Surface Classification Unresolved cited work
Reference 18
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T05:51:40.443496Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 905947c1-e063-4451-b387-14169766b37f · outbound
This paper cites an unresolved cited work.
RoadMamba: A Dual Branch Visual State Space Model for Road Surface Classification Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T05:51:40.433282Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation c891f77f-230f-48a4-bb76-fa8e4d5f5eb6 · outbound
This paper cites an unresolved cited work.
RoadMamba: A Dual Branch Visual State Space Model for Road Surface Classification Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T05:51:40.422717Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 915f082a-8c46-44bc-8f6a-7bd6496a7191 · outbound
This paper cites Simplified State Space Layers for Sequence Modeling.
RoadMamba: A Dual Branch Visual State Space Model for Road Surface Classification Simplified State Space Layers for Sequence Modeling
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T05:51:40.190449Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1f544f3a-dd9d-4a5e-8c44-2fc63e12418e · outbound
This paper cites an unresolved cited work.
RoadMamba: A Dual Branch Visual State Space Model for Road Surface Classification Unresolved cited work
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T05:51:40.193992Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fe4305f2-8f95-4ea0-bf08-01e7789f0e6f · outbound
This paper cites an unresolved cited work.
RoadMamba: A Dual Branch Visual State Space Model for Road Surface Classification Unresolved cited work
Reference 23
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T05:51:40.404813Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 109c3824-c3ea-4682-8fb8-b85b5ee463ab · outbound
This paper cites RoadFormer : Local-Global Feature Fusion for Road Surface Classification in Autonomous Driving.
RoadMamba: A Dual Branch Visual State Space Model for Road Surface Classification RoadFormer : Local-Global Feature Fusion for Road Surface Classification in Autonomous Driving
Reference 24
- Resolution
- verified exact
- local_arxiv, observed 2026-08-06T05:51:40.301291Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation b617fd93-b6fe-44d7-930b-8c52e8503c5a · outbound
This paper cites an unresolved cited work.
RoadMamba: A Dual Branch Visual State Space Model for Road Surface Classification Unresolved cited work
Reference 25
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T05:51:40.394061Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 1f7068f5-a33f-4080-86be-acd1a45f01b2 · outbound
This paper cites an unresolved cited work.
RoadMamba: A Dual Branch Visual State Space Model for Road Surface Classification Unresolved cited work
Reference 26
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T05:51:40.382645Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 6487e3b0-0ca4-41bd-9f3b-0aab6252f9d2 · outbound
This paper cites an unresolved cited work.
RoadMamba: A Dual Branch Visual State Space Model for Road Surface Classification Unresolved cited work
Reference 27
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T05:51:40.371278Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 5266faba-b9a0-4fa6-8f10-223efa708e7b · outbound
This paper cites HeightFormer: Learning Height Prediction in Voxel Features for Roadside Vision Centric 3D Object Detection via Transformer.
RoadMamba: A Dual Branch Visual State Space Model for Road Surface Classification HeightFormer: Learning Height Prediction in Voxel Features for Roadside Vision Centric 3D Object Detection via Transformer
Reference 28
- Resolution
- verified exact
- local_arxiv, observed 2026-08-06T05:51:40.286391Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 6c58d619-fa09-4df1-acd4-c5e46cbe665b · outbound
This paper cites PillarMamba: Learning Local-Global Context for Roadside Point Cloud via Hybrid State Space Model.
RoadMamba: A Dual Branch Visual State Space Model for Road Surface Classification PillarMamba: Learning Local-Global Context for Roadside Point Cloud via Hybrid State Space Model
Reference 29
- Resolution
- verified exact
- local_arxiv, observed 2026-08-06T05:51:40.271616Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation e785af15-7ecd-41bc-926a-4bba24844239 · outbound
This paper cites an unresolved cited work.
RoadMamba: A Dual Branch Visual State Space Model for Road Surface Classification Unresolved cited work
Reference 30
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T05:51:40.360186Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 7515986e-a22b-41fd-99c7-57843748eddf · outbound
This paper cites Vision Mamba: Efficient Visual Representation Learning with Bidirectional State Space Model.
RoadMamba: A Dual Branch Visual State Space Model for Road Surface Classification Vision Mamba: Efficient Visual Representation Learning with Bidirectional State Space Model
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T05:51:40.225675Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
Observation 738f3cfd-61c0-4971-9415-ce1f66686d46 · inbound
Defer to Plan: Adaptive Multi-Agent Fusion for End-to-End V2X Driving cites this paper.
Defer to Plan: Adaptive Multi-Agent Fusion for End-to-End V2X Driving RoadMamba: A Dual Branch Visual State Space Model for Road Surface Classification
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T11:47:31.729464Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.