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Paper Citation Record · LEDGER

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception

As of 13 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 1 inbound Pith citation observation for arXiv:2411.16799.

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

pith.paper-citation-record.v1
2411.16799 v2

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T13:21:51.577107Z

measured 53 of 53 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-08T11:17:40.597806Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T19:41:08.873468Z

Reference resolution

52 of 52 outbound references displayed

  • verified exact0
  • verified fuzzy46
  • unresolved6
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4e28b7d2-cb79-4df3-9fe3-0ce93ea0ffe4 · outbound

This paper cites Cooperative perception for 3d object detec- tion in driving scenarios using infrastructure sensors.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Cooperative perception for 3d object detec- tion in driving scenarios using infrastructure sensors

Reference 1

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 3e8f2ebd-d811-4ec6-8987-c05dbd43d30f · outbound

This paper cites Diprompt: Disentan- gled prompt tuning for multiple latent domain generaliza- tion in federated learning.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Diprompt: Disentan- gled prompt tuning for multiple latent domain generaliza- tion in federated learning

Reference 2

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 70f96695-f36f-4a1c-96a9-dd2b11d8ef67 · outbound

This paper cites Visual prompting via image inpaint- ing.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Visual prompting via image inpaint- ing

Reference 3

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation e4b03609-20be-4d90-ba37-b47473091d86 · outbound

This paper cites Meyer, Yuning Chai, Dennis Park, and Yong Jae Lee.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Meyer, Yuning Chai, Dennis Park, and Yong Jae Lee

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:52.686117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 7fca91e4-a7fd-4c56-ba78-7e1b78d36eb7 · outbound

This paper cites Domain-controlled prompt learning.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Domain-controlled prompt learning

Reference 5

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation ad895d06-1150-4cb7-bef6-080982d79a92 · outbound

This paper cites Multi-prompt alignment for multi-source unsuper- vised domain adaptation.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Multi-prompt alignment for multi-source unsuper- vised domain adaptation

Reference 6

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.212830Z digest=sha256:d6e6b7bf78454c530f4c049cffa7437a1708a0aeb5b5ba4dc756f9ba9919dea2

Observation 8cc45321-0451-4ccd-8e6b-578227cc359b · outbound

This paper cites F-cooper: feature based cooperative perception for autonomous vehicle edge computing system using 3d point clouds.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception F-cooper: feature based cooperative perception for autonomous vehicle edge computing system using 3d point clouds

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:52.631638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.219609Z digest=sha256:47ba727a31dbc7ca593634d57758c73b17efe6f864ff203c86c6bf01c1e33101

Observation e6028aa0-19f8-44ca-a66f-c1013df2acd4 · outbound

This paper cites Disentangled prompt rep- resentation for domain generalization.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Disentangled prompt rep- resentation for domain generalization

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:52.605466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.225445Z digest=sha256:e78c9aa58e16f01a40606314a1bb3b9bd43b579180ecd4496fc952059d2c6c2e

Observation e4bd7229-1080-42e4-984c-67d7fa441279 · outbound

This paper cites Decorate the newcomers: visual domain prompt for continual test time adaptation.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Decorate the newcomers: visual domain prompt for continual test time adaptation

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:52.586188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 22873a6d-7d79-4e60-b7a9-03e75d18f9be · outbound

This paper cites Collaborative perception in autonomous driv- ing: Methods, datasets, and challenges.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Collaborative perception in autonomous driv- ing: Methods, datasets, and challenges

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:52.568875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.238000Z digest=sha256:9b9efa847471424156a7dd7813a4ca731518682e6afa86881d5f96f272ddee42

Observation 2a27d9d4-bdc8-4bf3-891a-79c4fa9a7761 · outbound

This paper cites Deep residual learning for image recognition.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Deep residual learning for image recognition

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:52.549687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.243129Z digest=sha256:97cd601cc7812631536e536f9750f34c7cd5801e6f48a1d916f008f2b5a929fa

Observation e1a41fd1-273e-4475-9977-9a61b38005b6 · outbound

This paper cites LoRA: Low-rank adaptation of large language models.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception LoRA: Low-rank adaptation of large language models

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-12T13:21:51.248547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T13:21:51.248547Z digest=sha256:59dc148f17a5afdbf9bd90ddc4a40c0da3093fdfbb976f14bcc4c004d7eea33d

Observation 2691c5a1-e69c-410c-8375-09b6b640a6d6 · outbound

This paper cites Where2comm: Communication-efficient collab- orative perception via spatial confidence maps.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Where2comm: Communication-efficient collab- orative perception via spatial confidence maps

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:52.514082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.255548Z digest=sha256:bb41d008b1ab768ffca750eaae8184d724c581c05ccb68fa48124d8478a71761

Observation eac215db-7378-41e3-8e6b-eb285702684d · outbound

This paper cites Communication-efficient collaborative percep- tion via information filling with codebook.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Communication-efficient collaborative percep- tion via information filling with codebook

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:52.493311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.262538Z digest=sha256:3a007ee620d5539f3fb6a5daa2f7f0a65c4d4ca159f837f674ba723bdadd1b7e

Observation 3d9dc3f1-4fc6-4006-8926-03d2362cd00d · outbound

This paper cites Belongie, Bharath Hariharan, and Ser-Nam Lim.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Belongie, Bharath Hariharan, and Ser-Nam Lim

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:52.474981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.268466Z digest=sha256:a6c1257df77f2934c754fdd2f071233f601d416cc687c1e1dae36b43c0528e16

Observation 44dd49ee-9c19-4ace-933f-5fce3fcfa8e6 · outbound

This paper cites Lang, Sourabh V ora, Holger Caesar, Lubing Zhou, Jiong Yang, and Oscar Beijbom.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Lang, Sourabh V ora, Holger Caesar, Lubing Zhou, Jiong Yang, and Oscar Beijbom

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:52.456704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.274701Z digest=sha256:2ed7be66baed1ade72b9c0dd06dc74fe47a8d4cf7e830421d4a1239d460cfbd0

Observation eb9c0c2a-539c-4406-9289-9b06e1585ef1 · outbound

This paper cites Latency-aware collaborative perception.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Latency-aware collaborative perception

Reference 17

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.283055Z digest=sha256:92c09d47077ccf28b3eb08da9606296d873b445e9e6c0d082d12530f6c6aad31

Observation f0077114-224c-4e0e-9982-7005c5d0f25a · outbound

This paper cites V2X-DGW: Domain Generalization for Multi-agent Perception under Adverse Weather Conditions.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception V2X-DGW: Domain Generalization for Multi-agent Perception under Adverse Weather Conditions

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-12T13:21:51.290721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T13:21:51.290721Z digest=sha256:ba6eafa0b28066137c1045605785bd17a95583c28e00bde626d0e04c90193037

Observation 3f4b2791-bb19-4c5d-9fa8-040cb1405d5c · outbound

This paper cites Learning domain-aware detection head with prompt tuning.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Learning domain-aware detection head with prompt tuning

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:52.422533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 435dabab-b224-49bb-a342-189805c8b92c · outbound

This paper cites Towards Vehicle-to-everything Autonomous Driving: A Survey on Collaborative Perception.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Towards Vehicle-to-everything Autonomous Driving: A Survey on Collaborative Perception

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-12T13:21:51.311426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T13:21:51.311426Z digest=sha256:2324c68215a609ed0b9ff0e6f668e5189b8cf9bf944d899a8fb12e9753f4bd2b

Observation 6ff7c2b8-44b5-469f-b21b-a3dee8c8c3f0 · outbound

This paper cites When2com: Multi-agent perception via communi- cation graph grouping.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception When2com: Multi-agent perception via communi- cation graph grouping

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:52.399080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation f47a8455-49b0-4e00-afd5-060f6dec3001 · outbound

This paper cites Robust collaborative 3d object detection in presence of pose errors.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Robust collaborative 3d object detection in presence of pose errors

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:52.374336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.336311Z digest=sha256:407184a84edbab4bbd2619615a6e7a7f0f24c55406580b622a8637a510ac7b8b

Observation 6336b781-933a-47f3-8b66-5855620f48c3 · outbound

This paper cites An extensible framework for open heterogeneous collaborative perception.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception An extensible framework for open heterogeneous collaborative perception

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:52.350207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.344314Z digest=sha256:3e78002b19080f056c9c70fa1dda56a88441d06222bb39b8ed779f6d0f32a756

Observation be0c0765-e49e-4a2d-a638-fa3e8273e9dd · outbound

This paper cites Complementarity-enhanced and redundancy-minimized col- laboration network for multi-agent perception.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Complementarity-enhanced and redundancy-minimized col- laboration network for multi-agent perception

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:52.332458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.350241Z digest=sha256:420a46f25707b4e9f5e3864b6ffcde63608f5a9fe063e8fddafb040b791c7b64

Observation f710f4cb-aac6-4ead-9ffc-3558e80029be · outbound

This paper cites Plug and play: A representation en- hanced domain adapter for collaborative perception.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Plug and play: A representation en- hanced domain adapter for collaborative perception

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:52.312561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.355999Z digest=sha256:d1b15f8456ddf501d286878c433828546c29ac9fca359e0f91fcaa9384f3ebba

Observation def633f9-2ac8-4902-b9f6-2c99e041f63b · outbound

This paper cites Prod: Prompting-to-disentangle domain knowledge for cross-domain few-shot image classification.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Prod: Prompting-to-disentangle domain knowledge for cross-domain few-shot image classification

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:52.291518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.367399Z digest=sha256:bf1e9c9aa018f0fcea47103a06efd701f2f477543dbc7287554aad0e0763db38

Observation 2ef49313-2b1a-47b2-8cc4-496b8f6395f1 · outbound

This paper cites Interruption-aware cooperative perception for V2X communication-aided au- tonomous driving.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Interruption-aware cooperative perception for V2X communication-aided au- tonomous driving

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:52.270487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.379809Z digest=sha256:fab728cc2233dba808dbcd93ccdaa555b00af3f44c35702fec774f55656b76b1

Observation aeebbdb1-b223-4139-83d9-eaa04dd5250e · outbound

This paper cites Hetecooper: Feature collaboration graph for heterogeneous collaborative percep- tion.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Hetecooper: Feature collaboration graph for heterogeneous collaborative percep- tion

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:52.245674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.386951Z digest=sha256:23615f0c3a069d9f320206990f1a0953bcaf6c50cfc54e103a891ac1f9f6898b

Observation ca7cc9d6-ce71-4ea2-bb69-e83c1c8d3076 · outbound

This paper cites Ad-clip: Adapting domains in prompt space using clip.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Ad-clip: Adapting domains in prompt space using clip

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:52.226664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.393913Z digest=sha256:e5b8cb63583d8bfa87211b951c56c610e89ce353335f782f367ef89388cb1658

Observation a0eed2d2-ddeb-46c9-b00a-bc8fa5f60296 · outbound

This paper cites an unresolved cited work.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-12T13:21:52.208231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.403863Z digest=sha256:3dc88e9dea40f5e29495d55da2aa01b5f3224d47dce01639880a66a33c84dfbc

Observation 6fe60f97-ee92-47cb-94d7-b609c995ef4f · outbound

This paper cites Collaborative 3d object detection for autonomous vehicles via learnable com- munications.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Collaborative 3d object detection for autonomous vehicles via learnable com- munications

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:52.188473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.412433Z digest=sha256:e0819fccb4364a5bfceff2d4568e8768a561b3b3a5cfd337ddf2652486116caa

Observation 46429816-af7a-409b-9edf-3e1d8c8a73b0 · outbound

This paper cites Cbam: Convolutional block attention module.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Cbam: Convolutional block attention module

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:52.165965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.418115Z digest=sha256:9b99614429c96c3eed90a5ff69dec1925ea2c9b21ce65b90d68751d21ab29e5c

Observation 79410de5-cd39-4af6-aa7f-abe2794ceb4e · outbound

This paper cites Hm-vit: Hetero- modal vehicle-to-vehicle cooperative perception with vision transformer.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Hm-vit: Hetero- modal vehicle-to-vehicle cooperative perception with vision transformer

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:52.144012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.424956Z digest=sha256:ae7068c5ab888877e29d1cb54ec9d2cc7e9085b05058053431971394ceaf9347

Observation 86a5d846-dff2-4824-abfc-df6d3fad25d9 · outbound

This paper cites V2x-vit: Vehicle-to-everything cooperative perception with vision transformer.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception V2x-vit: Vehicle-to-everything cooperative perception with vision transformer

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:52.120491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.435509Z digest=sha256:15d8800489de7c77169a80c0ae4d76fbe7d103321ed9fb26025ce3986b69832e

Observation 94196562-b845-43aa-b665-648a986f7ac0 · outbound

This paper cites OPV2V: an open benchmark dataset and fusion pipeline for perception with vehicle-to-vehicle communica- tion.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception OPV2V: an open benchmark dataset and fusion pipeline for perception with vehicle-to-vehicle communica- tion

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:52.090230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.442680Z digest=sha256:0c8ac4177078238995fd86dbb4fd007a973b6a903f39c6a952f112fd1dbecef7

Observation 168d1a6e-9ea8-4002-8fad-32bfd0d8333e · outbound

This paper cites Bridging the domain gap for multi-agent percep- tion.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Bridging the domain gap for multi-agent percep- tion

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:52.069174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.458586Z digest=sha256:dfce4b80bc10e9318b90eda7bf4397877713dbeea3217cca1ccf408b5fed8ea8

Observation 459f0fc0-7f69-4ed7-9cb2-6210cdb0c704 · outbound

This paper cites Cobevt: Cooperative bird’s eye view se- mantic segmentation with sparse transformers.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Cobevt: Cooperative bird’s eye view se- mantic segmentation with sparse transformers

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:52.047915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.469111Z digest=sha256:14496becff8d933c6bfc69e05b248d7f57b0e34fcfaae921573b8429eed00879

Observation 988d83e1-764d-4d64-92af-b0cf3727e79d · outbound

This paper cites SECOND: sparsely em- bedded convolutional detection.Sensors, 18(10):3337, 2018.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception SECOND: sparsely em- bedded convolutional detection.Sensors, 18(10):3337, 2018

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:52.014687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.475396Z digest=sha256:101bcffbc8ff932bc7b82cd51e3917e41c9e04f7a87ef6071356ca6461d109c0

Observation 43c09a35-01a1-46f3-8033-7445e742db12 · outbound

This paper cites Spatio-temporal domain awareness for multi-agent collab- orative perception.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Spatio-temporal domain awareness for multi-agent collab- orative perception

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:51.995038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.481601Z digest=sha256:c438205345d4d83351d8e8fbc56a9b6557b2ac0458dcb62ee6f4edb33f4e57e5

Observation 35718350-262f-4a0e-bdd2-19c09daf3b7c · outbound

This paper cites Exploring sparse visual prompt for domain adaptive dense prediction.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Exploring sparse visual prompt for domain adaptive dense prediction

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:51.974766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.488285Z digest=sha256:f4d77a5405bd3c3b9555dfd61daa90a2ec24be151fa0ceafe0e6f0578e425c9c

Observation e323d1f5-d094-44c1-95c4-ff6a43de49e3 · outbound

This paper cites V2vformer++: Multi-modal vehicle-to-vehicle cooperative perception via global-local transformer.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception V2vformer++: Multi-modal vehicle-to-vehicle cooperative perception via global-local transformer

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:51.955541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.494929Z digest=sha256:08497d9525c7a3498fea4ab221725b3a75495fe7de527d481eddd4b9559328c7

Observation 53aa05da-9c93-473b-985d-f1e423204fbb · outbound

This paper cites DAIR-V2X: A large-scale dataset for vehicle-infrastructure cooperative 3d object detection.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception DAIR-V2X: A large-scale dataset for vehicle-infrastructure cooperative 3d object detection

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:51.934138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.506680Z digest=sha256:9fe3111f9b1e630f952098c27a3565d02c91f5df62ae3ca66ec51d5680751c46

Observation 1aa38624-32e3-4224-85e7-4e583c695f47 · outbound

This paper cites Bm2cp: Effi- cient collaborative perception with lidar-camera modalities.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Bm2cp: Effi- cient collaborative perception with lidar-camera modalities

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:51.912611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.516180Z digest=sha256:dcc41997c443431aad172dd85e5ebc93fc294b39df4b15afeb002448f5c3052e

Observation 1472366b-238c-4628-b0be-ec793255e1f1 · outbound

This paper cites V oxelnet: End-to-end learning for point cloud based 3d object detection.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception V oxelnet: End-to-end learning for point cloud based 3d object detection

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:51.880041Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.525223Z digest=sha256:a5904689f60d35f73a386ff351d66f34bc5a41184d8b06a22a992e88ea3b6d97

Observation e094cbb4-310e-492c-9fd4-58081ff2bf92 · outbound

This paper cites The resizer consists of a max-pooling layer and a 1 × 1 convolution.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception The resizer consists of a max-pooling layer and a 1 × 1 convolution

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:51.859264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.532611Z digest=sha256:703f55b721c82b37290cc1b041ee040316145796faf48d3246a0a913bb714868

Observation 5a492613-de89-4086-b3a9-e88149cd9277 · outbound

This paper cites an unresolved cited work.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-12T13:21:51.837975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.538825Z digest=sha256:0e00727a5721db8a91a9726d4d513a96a98e02f42d355ca2a8fe013bc533b70b

Observation e9fd6f29-d66f-4fac-a988-8f55ba584b3d · outbound

This paper cites Trainable parameter numbers of different encoders.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Trainable parameter numbers of different encoders

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:51.818392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.545640Z digest=sha256:efa42c95701cd4599accfe5f3cfc0d46e7025b5aa1605a6690c25c6547ee6e34

Observation 4c813d57-17ac-44de-a25b-b93f0db74cab · outbound

This paper cites Performance Comparison on V2XSet An open dataset, V2XSet [34], is used in the comparative experiments.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Performance Comparison on V2XSet An open dataset, V2XSet [34], is used in the comparative experiments

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:51.796209Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.553376Z digest=sha256:c16cd43477ae38494a332a9db926c67281928cc64cc66a2878b0326dfae71f7f

Observation 4c5187b9-b2f1-4aff-a3d2-9680abcd881b · outbound

This paper cites We use pp8-pp4-vn4 combination in the base model training phase.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception We use pp8-pp4-vn4 combination in the base model training phase

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:51.766815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.559062Z digest=sha256:c106f203b03942bdd68e23a9078e3765832b206df94a212cd24aae8be315b6b5

Observation accafb6f-ee90-4c97-a8a5-8563ae373a28 · outbound

This paper cites an unresolved cited work.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-12T13:21:51.738180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.564588Z digest=sha256:940f63cf8d6453c8ddd15e17a3206464109fb46e00c69e731ab12b737559d96a

Observation b874afa2-f71c-4986-a040-fe83d0334736 · outbound

This paper cites ego-neb1-neb2.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception ego-neb1-neb2

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:51.716391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.571165Z digest=sha256:629898ae508dbd735fa98c653e74da6b3a20e80f94afdc2915344d3cc2a3c6bd

Observation da10c01e-87ad-466c-8e2b-c7818c0bd29f · outbound

This paper cites Taking pp8 as the ego agent, pp4, vn4, and sd1 were sequentially se- lected as neighbor agents.

One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception Taking pp8 as the ego agent, pp4, vn4, and sd1 were sequentially se- lected as neighbor agents

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-12T13:21:51.690720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-12T13:21:51.577107Z digest=sha256:61eeb35635ae6f35fc9f971c12a3805fa797fcddc56da0c2f933ec9f2131b9c2

Pith citing papers

Observation 907d0a0f-dc5b-4982-aa53-fadafb56b88d · inbound

Collaborative Trajectory Prediction via Late Fusion cites this paper.

Collaborative Trajectory Prediction via Late Fusion One is Plenty: A Polymorphic Feature Interpreter for Immutable Heterogeneous Collaborative Perception

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-11T19:41:08.875538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-08T11:17:40.597806Z digest=sha256:45fc6d4c61e1da1d4cfdaf379b9eb2768867dba1ddd6eda7086ff21d6beed307