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Paper Citation Record · LEDGER

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding

As of 19 August 2026, this Paper Citation Record lists 63 of 63 outbound references and 0 inbound Pith citation observations for arXiv:2608.11699.

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

pith.paper-citation-record.v1
2608.11699 v1

Coverage vector

measured 63 of 63 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:34:40.740102Z

measured 63 of 63 standing notices

One-hop event checks from named stored sources.

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

measured 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

63 of 63 outbound references displayed

  • verified exact5
  • verified fuzzy34
  • unresolved24
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b77e5efc-f083-43dc-bad5-f9cbb1675e3e · outbound

This paper cites 3d semantic parsing of large-scale indoor spaces.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding 3d semantic parsing of large-scale indoor spaces

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.535563Z digest=sha256:5aae9199663a41e546848519306db920887196cc1ac0514bbeb9a42fa7fc2b56

Observation f1c65ade-027b-4474-814b-3b5636b46319 · outbound

This paper cites ARKitScenes: A Diverse Real-World Dataset For 3D Indoor Scene Understanding Using Mobile RGB-D Data.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding ARKitScenes: A Diverse Real-World Dataset For 3D Indoor Scene Understanding Using Mobile RGB-D Data

Reference 2

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.539314Z digest=sha256:122b23334afcb4d2306365df06eba1d40301a949abb6073fe99378d683506be6

Observation b91323b1-41a8-41a7-991e-0e99fca9090c · outbound

This paper cites nuscenes: A multi- modal dataset for autonomous driving.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding nuscenes: A multi- modal dataset for autonomous driving

Reference 3

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source=pdf_text observed=2026-08-16T00:34:40.544018Z digest=sha256:6220e9341a572eb1734426a7ca63895b8bf236891fb6c207c3267b7717b1ac0f

Observation e50c2633-2d43-4211-af2b-dfb755d32b9d · outbound

This paper cites Unsupervised learn- ing of visual features by contrasting cluster assignments.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Unsupervised learn- ing of visual features by contrasting cluster assignments

Reference 4

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.547556Z digest=sha256:85a68c80e6a7f4ad0495d32747c6d5e1124776ec6f6a193e96122da6f9a76d98

Observation 3cf6f4df-d9fe-4d0a-b197-e2228f35c20e · outbound

This paper cites Matterport3D: Learning from RGB-D Data in Indoor Environments.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Matterport3D: Learning from RGB-D Data in Indoor Environments

Reference 5

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.550851Z digest=sha256:52f5e4d990a51586d5aca85710853f0b8a86e6327dfc3d1cb2bd93a2a0723fc9

Observation adb1b6fe-f1f7-468a-a60a-2f1cf5ef348d · outbound

This paper cites Point-moe: Towards cross-domain general- ization in 3d semantic segmentation via mixture-of-experts.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Point-moe: Towards cross-domain general- ization in 3d semantic segmentation via mixture-of-experts

Reference 6

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raw_fallback, observed 2026-08-16T00:34:41.031628Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.554419Z digest=sha256:c71f802633b6349f41030c2b0d001ddb9980d254f502f3457c49d6188a7ab98b

Observation b6d7227a-9a7e-4164-be6f-12c19a2f3312 · outbound

This paper cites Transiff: An instance-level feature fusion framework for vehicle- infrastructure cooperative 3d detection with transformers.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Transiff: An instance-level feature fusion framework for vehicle- infrastructure cooperative 3d detection with transformers

Reference 7

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Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.557989Z digest=sha256:b49fc9f2667f3794ec5fa6e551a0c207f62eaece1fc2cdc579d48636ed5f9fc8

Observation ae1b4b91-547e-4c61-9f14-68c52dbf52b2 · outbound

This paper cites Scannet: Richly-annotated 3d reconstructions of indoor scenes.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Scannet: Richly-annotated 3d reconstructions of indoor scenes

Reference 8

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raw_fallback, observed 2026-08-16T00:34:41.416913Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.561157Z digest=sha256:7a3196c0f9917b7d4150d5da127ba11fdc94c7da4e877fd4644c9b0dd6d6574b

Observation 8397f5c3-64d7-4323-a8b8-33d5b3bfaf8b · outbound

This paper cites Generalizable person re-identification with relevance-aware mixture of experts.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Generalizable person re-identification with relevance-aware mixture of experts

Reference 9

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Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.564356Z digest=sha256:ee5c3da4647234befc749a05caf600d1faf00de12969ce6897adf1df24135ef8

Observation 68f43098-7bbd-41a1-9695-28aa5bdf258b · outbound

This paper cites Switch transformers: Scaling to trillion parameter models with sim- ple and efficient sparsity.JMLR, 2022.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Switch transformers: Scaling to trillion parameter models with sim- ple and efficient sparsity.JMLR, 2022

Reference 10

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Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.567664Z digest=sha256:615bfa42882cec95c579b1800aa73771efc4da9a6326120aa7c25332e0b3710d

Observation 1b5fdeae-3dba-4382-9bfd-6fb8ff77b393 · outbound

This paper cites 3d-front: 3d furnished rooms with layouts and semantics.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding 3d-front: 3d furnished rooms with layouts and semantics

Reference 11

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.570712Z digest=sha256:d7c8b6c581cb05bd67939d2bf602611ceda595445a70be61b5dcbcf56a593c17

Observation 6edbd5ad-25f5-450d-b821-547c9e4d5a37 · outbound

This paper cites Pointinst3d: Segmenting 3d instances by points.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Pointinst3d: Segmenting 3d instances by points

Reference 12

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Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.574507Z digest=sha256:02a8db93f72160ae8527cab5a943311b4406af1b49c68a4df8cba30acb4b7929

Observation 704b03f3-16b4-4fef-8d39-b277e472e113 · outbound

This paper cites RopeBEV: A Multi-Camera Roadside Perception Network in Bird's-Eye-View.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding RopeBEV: A Multi-Camera Roadside Perception Network in Bird's-Eye-View

Reference 13

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.577954Z digest=sha256:40f298fe652d21de033a332bce35dcd568a8c30e8cf4923bffb519a9dc607b4b

Observation 81531f29-f5f1-47c5-be1b-423f9a16fc49 · outbound

This paper cites PanoWorld: A Generative Spatial World Model for Consistent Whole-House Panorama Synthesis.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding PanoWorld: A Generative Spatial World Model for Consistent Whole-House Panorama Synthesis

Reference 14

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no resolver link, observed 2026-08-16T00:34:40.581775Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.581775Z digest=sha256:0831e49023ee25cf32b3382155adaf0c2c669cd30b5bc143ecf79db9ff033e70

Observation 68c7e24b-f18d-4209-b6ee-73bcbb96e5ac · outbound

This paper cites You Only Gaussian Once: Controllable 3D Gaussian Splatting for Ultra-Densely Sampled Scenes.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding You Only Gaussian Once: Controllable 3D Gaussian Splatting for Ultra-Densely Sampled Scenes

Reference 15

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local_arxiv, observed 2026-08-16T00:34:40.949979Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.585174Z digest=sha256:cef1220e41f80e0760cedec60bd5905c81772c120edbb5b086c331236a11353e

Observation 1c6add88-ba99-4e94-a144-bb6bae9cf976 · outbound

This paper cites Pointgroup: Dual-set point grouping for 3d instance segmentation.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Pointgroup: Dual-set point grouping for 3d instance segmentation

Reference 16

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Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.588456Z digest=sha256:23dd3bf4d9e386f2d84a9c48ec03159b8a5cfd28cd398226dcae8b81098a2d9e

Observation cd871de7-7c34-4756-afdb-9686f83ee47b · outbound

This paper cites an unresolved cited work.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Unresolved cited work

Reference 17

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Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.591400Z digest=sha256:9e52c8ae9358bda36e1eb0c92e418f1470a615d6396f9c5c6014699a46817754

Observation e5de4ac7-d7b3-4673-a743-252145904b49 · outbound

This paper cites Danet: Dimen- sion apart network for radar object detection.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Danet: Dimen- sion apart network for radar object detection

Reference 18

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Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.594366Z digest=sha256:535b13133f8c530b62677d1a2882db1af5e0ca45050fb6519a4e05837845bcad

Observation 8415daee-61c7-4eea-8b7d-32bb62c7396e · outbound

This paper cites Sat2RealCity: Geometry-Aware and Appearance-Controllable 3D Urban Generation from Satellite Imagery.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Sat2RealCity: Geometry-Aware and Appearance-Controllable 3D Urban Generation from Satellite Imagery

Reference 19

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.597543Z digest=sha256:d71e3509449d8163ebb72d03acf837c445862d434da12fd532b29d43eb664b55

Observation ab43aefe-1446-474d-b868-5eb607a27bc2 · outbound

This paper cites Unidet3d: Multi- dataset indoor 3d object detection.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Unidet3d: Multi- dataset indoor 3d object detection

Reference 20

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source=pdf_text observed=2026-08-16T00:34:40.600825Z digest=sha256:07ec3c48d73f14fe1447d44a4b8da5ac63dd6b72c24fd5bd513956584564e27d

Observation e1acb0f7-4c3b-4f12-b23c-74370399ed0d · outbound

This paper cites Dusa: Decoupled unsupervised sim2real adaptation for vehicle-to-everything collaborative perception.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Dusa: Decoupled unsupervised sim2real adaptation for vehicle-to-everything collaborative perception

Reference 21

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Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.603945Z digest=sha256:af206085595f85525a2304fe55cfb93063578f7dac1fe8c9055d6b1f8498c4bd

Observation fe48bf5f-fc88-4a68-af0c-a2a7fabe1427 · outbound

This paper cites Pointpillars: Fast encoders for object detection from point clouds.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Pointpillars: Fast encoders for object detection from point clouds

Reference 22

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Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.606917Z digest=sha256:236745c7c54a41b4bc900332e9762f9908e54f2d55cab7c482a747a3c48c75c3

Observation 706c6cfb-6cd0-4e4e-88d6-61c870561f58 · outbound

This paper cites Sparse Mixture-of-Experts are Domain Generalizable Learners.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Sparse Mixture-of-Experts are Domain Generalizable Learners

Reference 23

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.609920Z digest=sha256:8fd1a53ec1a3652e60bca6e75401ea9f792abeca0cbd5ea3c2f8910feb0962d7

Observation b6e880dc-246b-4e38-8225-a430b5a57d56 · outbound

This paper cites Ragtrack: Language-aware rgbt tracking with retrieval-augmented generation.arXiv preprint arXiv:2603.03617, 2026.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Ragtrack: Language-aware rgbt tracking with retrieval-augmented generation.arXiv preprint arXiv:2603.03617, 2026

Reference 24

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Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.613260Z digest=sha256:4a7a2402378c3aeabb4c3269d6edc7ff6ca8a850154161865e70584cdb21b7b3

Observation 94a018f2-b156-4d74-8b54-3e4d88c5e63f · outbound

This paper cites Cadtrack: Learning contextual aggregation with deformable alignment for robust rgbt tracking.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Cadtrack: Learning contextual aggregation with deformable alignment for robust rgbt tracking

Reference 25

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Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.617081Z digest=sha256:0b0a0635891e8366a6e934f7a8822e9e2af45a7c107988eac1fa29080879bb5b

Observation 62f3a162-914f-40d1-a78c-b02ff1e95eb2 · outbound

This paper cites Monolss: Learnable sample selection for monocular 3d detection.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Monolss: Learnable sample selection for monocular 3d detection

Reference 26

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raw_fallback, observed 2026-08-16T00:34:41.310179Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.620118Z digest=sha256:7b20b205557a805952341a05605cf01fd07a3ee67c1100bb3100278202563f91

Observation 1a2ba0f2-be41-4df2-864d-2708f3c7f9e8 · outbound

This paper cites Pano2World: End-to-End 3D Generation via Unified Multi-View Sequences.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Pano2World: End-to-End 3D Generation via Unified Multi-View Sequences

Reference 27

Resolution
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local_arxiv, observed 2026-08-16T00:34:40.844036Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.623375Z digest=sha256:5da785e341663351b1706153611a001a8ce84c7765ca13f4f7f19ecf4959d62f

Observation 321d912f-f4ff-479b-98ee-ac67f5f417cd · outbound

This paper cites LLaVA-SP: Enhancing Visual Representation with Visual Spatial Tokens for MLLMs.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding LLaVA-SP: Enhancing Visual Representation with Visual Spatial Tokens for MLLMs

Reference 28

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local_arxiv, observed 2026-08-16T00:34:40.830381Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.626626Z digest=sha256:cc1c5e555038594bac8e4f3733086d589ca471550ae0d6678d65a324677e9ed7

Observation 048b7e9e-b488-491f-a030-b80b7626843d · outbound

This paper cites Spatiallm: Train- ing large language models for structured indoor modeling.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Spatiallm: Train- ing large language models for structured indoor modeling

Reference 29

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raw_fallback, observed 2026-08-16T00:34:41.300863Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.630409Z digest=sha256:8181a06b9d3ce7d54964d10a5106b8021f73df9982bdf4fc192e24f8c82c3c26

Observation 0b1d00b8-cf37-434a-848c-189e1cabbf04 · outbound

This paper cites Representation Learning with Contrastive Predictive Coding.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Representation Learning with Contrastive Predictive Coding

Reference 30

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.633775Z digest=sha256:d7b7b3f5bd4f358b859a40147f9e21a20f3dde00dc7d4f7de2a27a767b4f94f0

Observation 574091de-7f6d-4ca7-8b8d-af016ad5598f · outbound

This paper cites an unresolved cited work.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Unresolved cited work

Reference 31

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.637749Z digest=sha256:051c25a39bb4d1c303eab81a8e116d8b963e67fdb4ec458800ab28da9b720b04

Observation 33594673-a763-414d-b251-30ecfce97622 · outbound

This paper cites Masked autoencoders for point cloud self-supervised learning.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Masked autoencoders for point cloud self-supervised learning

Reference 32

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raw_fallback, observed 2026-08-16T00:34:41.285913Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.640787Z digest=sha256:653e04726424c2094e9de2839c434ead9b4a40a61518df2463315f8ba250d3af

Observation 2dd2527e-32ca-47ef-9c7d-3edc7a5b48af · outbound

This paper cites Pointnet: Deep learning on point sets for 3d classification and segmentation.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Pointnet: Deep learning on point sets for 3d classification and segmentation

Reference 33

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raw_fallback, observed 2026-08-16T00:34:41.276196Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.643779Z digest=sha256:ea5999d5868e1da2e7d0601237ad53818b664cb272a86cfe76813ccd2801bafa

Observation 35bab1e5-e501-48e4-bc54-af25e3779e41 · outbound

This paper cites Pointnet++: Deep hierarchical feature learning on point sets in a metric space.NeurIPS, 2017.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Pointnet++: Deep hierarchical feature learning on point sets in a metric space.NeurIPS, 2017

Reference 34

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raw_fallback, observed 2026-08-16T00:34:41.267032Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.647254Z digest=sha256:a0099408c3ce4a6fcc3e8a7a1d11413b618c9312af6065482d9c4926fa31984f

Observation 1599a0f1-91b3-4fae-bb45-8f2ec2434aae · outbound

This paper cites Pointnext: Revisiting pointnet++ with improved training and scaling strategies.NeurIPS, 2022.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Pointnext: Revisiting pointnet++ with improved training and scaling strategies.NeurIPS, 2022

Reference 35

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verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.257232Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.650330Z digest=sha256:0ab385c6835b741ed0649671b8c41de80f78801673005307d163abda9817a25c

Observation 7bdbaf60-20f2-45c5-a1a9-19495fb02933 · outbound

This paper cites Qwen2.5 technical report, 2025.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Qwen2.5 technical report, 2025

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.247947Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.653362Z digest=sha256:dd42199a3c2ba5ff4ace6f15bd3e2aff51431b1be47b94225a8eb5a7dbac5917

Observation 0aa11008-897a-48ab-9938-fb0a8e9bd95c · outbound

This paper cites Spreading vectors for similarity search.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Spreading vectors for similarity search

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-16T00:34:40.656356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.656356Z digest=sha256:e29036513137b4a5235e1afad2f9f7b47a98f849e73b22a3247426c1e8321bf7

Observation d0ecfe72-3b71-4be0-9c42-d58065811e38 · outbound

This paper cites Pv-rcnn: Point- voxel feature set abstraction for 3d object detection.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Pv-rcnn: Point- voxel feature set abstraction for 3d object detection

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.238904Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.659671Z digest=sha256:597dedf70ca8626b053448d4779611fe481d60b5716317f9ebb4a8615e4e31ca

Observation 341786e8-e779-4d3b-b8ad-d813501045f5 · outbound

This paper cites Open-transmind: A new baseline and benchmark for 1st foundation model challenge of intelligent transportation.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Open-transmind: A new baseline and benchmark for 1st foundation model challenge of intelligent transportation

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.229705Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.662870Z digest=sha256:296ee0be2b66cd4195751afbac3b7a734977e487df62af8fb4429356d2f7385a

Observation 57b7a321-d478-4609-ac64-deae620b26cb · outbound

This paper cites Mdt3d: Multi-dataset training for lidar 3d object detection generalization.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Mdt3d: Multi-dataset training for lidar 3d object detection generalization

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.220139Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.665956Z digest=sha256:7f481259986e89dde601b643df0fadb9e6e87262a7e2dd04facb60b03af3f4d2

Observation 786aa616-f621-41b6-9385-ae01f7716465 · outbound

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

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Scalability in perception for autonomous driving: Waymo open dataset

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-16T00:34:40.669424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.669424Z digest=sha256:d76d8bc033ec6dd758d0a08e028aaa010f0375e520619012d1a78e845a7c2152

Observation 39fe9dfb-7653-4b86-ad0e-1c05cce32dff · outbound

This paper cites Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results.NeurIPS, 2017.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results.NeurIPS, 2017

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-16T00:34:40.672600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.672600Z digest=sha256:33417b093e60269b89edf2e4e4d620fd0d462456bb29a085debb2685ba1f78c3

Observation b5dadde5-2170-434f-baf5-24196fcf9a7b · outbound

This paper cites Kpconv: Flexible and deformable convolution for point clouds.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Kpconv: Flexible and deformable convolution for point clouds

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.199821Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.675730Z digest=sha256:47eaa2b7366fc8f782e1d3211d5a5748f97d3f4d7cda64dcf6071462482e8522

Observation 31813a17-c91b-418d-90e5-c642b4667513 · outbound

This paper cites Rt- detrv3: Real-time end-to-end object detection with hierarchi- cal dense positive supervision.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Rt- detrv3: Real-time end-to-end object detection with hierarchi- cal dense positive supervision

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.190797Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.678888Z digest=sha256:a4096e556d202f2a09403612dfe47932b3074bbdf11540cc5adb6a4743982ecc

Observation 0baa74de-7f79-4b99-aea9-fdd076d5bbc9 · outbound

This paper cites ArtifactWorld: Scaling 3D Gaussian Splatting Artifact Restoration via Video Generation Models.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding ArtifactWorld: Scaling 3D Gaussian Splatting Artifact Restoration via Video Generation Models

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-16T00:34:40.682102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.682102Z digest=sha256:98105a548d482b6cf9a53355aaa4beecab89c81b5ac9047bdf7cb364c3893d82

Observation 108c3bac-3f87-452c-be91-f1297c87c382 · outbound

This paper cites One for all: Multi-domain joint training for point cloud based 3d object detection.Advances in Neural Infor- mation Processing Systems, 37:56859–56877, 2024.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding One for all: Multi-domain joint training for point cloud based 3d object detection.Advances in Neural Infor- mation Processing Systems, 37:56859–56877, 2024

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.180849Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.685480Z digest=sha256:b4966ae8e7153af8acd2ea5b38bbc6ee66acb6a78542ec360c202e2fa72f21bf

Observation 053cea47-7799-44a2-a456-aeddc9bfd14d · outbound

This paper cites Point transformer v2: Grouped vector atten- tion and partition-based pooling.NeurIPS, 2022.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Point transformer v2: Grouped vector atten- tion and partition-based pooling.NeurIPS, 2022

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.171102Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.688408Z digest=sha256:50a59a5fb8927426593538a2fcf1c4d3c91d944031decc247ff76ce13fcf4f21

Observation 746dc86d-8ed6-40ef-aade-33e95a87a6ec · outbound

This paper cites Point transformer v3: Simpler faster stronger.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Point transformer v3: Simpler faster stronger

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.161614Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.691332Z digest=sha256:e417060c72b767797c24b0a859316a32649a989f055b423b1107b8b4b0829332

Observation 3b317b37-9026-430b-8a78-7d5a354d6c13 · outbound

This paper cites Towards large- scale 3d representation learning with multi-dataset point prompt training.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Towards large- scale 3d representation learning with multi-dataset point prompt training

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.152285Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.694318Z digest=sha256:413dc15e5955587954017a0e6ecb519be3720377fb14cffc0747f7c00894be47

Observation 38248708-b750-4ee0-b7b1-c379cd0d9913 · outbound

This paper cites Sonata: Self- supervised learning of reliable point representations.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Sonata: Self- supervised learning of reliable point representations

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.143061Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.697253Z digest=sha256:9551abedb9bbf184b381d314b352a3b3d8d161fa179153c25229c2139c3ada9c

Observation cdce4008-7b9a-4e82-8b4e-46d156933c51 · outbound

This paper cites Beyondsparse: Facilitating mamba to enhance cross-domain 3d semantic segmentation in adverse weather.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Beyondsparse: Facilitating mamba to enhance cross-domain 3d semantic segmentation in adverse weather

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.133470Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.701194Z digest=sha256:8957fcebc6992d07f46df5a4e5e8c6780c2c41a7369b8cc418e7600d7601d9b6

Observation 67dee731-fc03-4b5c-bfdb-f01a1d7c8832 · outbound

This paper cites Vit-comer: Vision transformer with convolu- tional multi-scale feature interaction for dense predictions.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Vit-comer: Vision transformer with convolu- tional multi-scale feature interaction for dense predictions

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-16T00:34:40.704165Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.704165Z digest=sha256:6cffaf10b51dcbc451a39a0aa69e645cfb4b707601f8a8636f2fc829416a99fa

Observation 171f4e50-5a52-4bb4-a127-30473877ca46 · outbound

This paper cites Pointcontrast: Unsupervised pre- training for 3d point cloud understanding.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Pointcontrast: Unsupervised pre- training for 3d point cloud understanding

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.118819Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.707394Z digest=sha256:cecfd4991c641222ff1dd008e29c70a9d12d7c4908fd7a10ea3a1c607bb29fd8

Observation 3b5506c0-fd64-4bbc-9149-3d93e590fe91 · outbound

This paper cites AdaptSplat: Adapting Vision Foundation Models for Feed-Forward 3D Gaussian Splatting.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding AdaptSplat: Adapting Vision Foundation Models for Feed-Forward 3D Gaussian Splatting

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-16T00:34:40.710399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.710399Z digest=sha256:cd46681b1c688438bbb18f24a4aae48252d918dac7dfa80fa36dc143a76d582b

Observation 3449f6b0-61c7-4c0f-858e-251342b9c9ac · outbound

This paper cites Cbdmoe: Consistent-but-diverse mixture of ex- perts for domain generalization.IEEE Transactions on Mul- timedia, 26:9814–9824, 2024.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Cbdmoe: Consistent-but-diverse mixture of ex- perts for domain generalization.IEEE Transactions on Mul- timedia, 26:9814–9824, 2024

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.109261Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.713908Z digest=sha256:9df693ad745a3fd52ebb91fd856a15d3634f4b1ade7ef232481ab7492833bccd

Observation 7697e855-6bcf-49c9-81eb-9e5c84bbd7de · outbound

This paper cites Limoe: Mixture of lidar representation learners from automotive scenes.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Limoe: Mixture of lidar representation learners from automotive scenes

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.099008Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.716803Z digest=sha256:7c8930ea0d64b8f65aefb34a43fbfda2b798dbacac85345aca36f4e9577e5224

Observation 29f7f49b-dec4-4934-9756-ee7a184d82ea · outbound

This paper cites Habitat-matterport 3d semantics dataset.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Habitat-matterport 3d semantics dataset

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-16T00:34:40.719796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.719796Z digest=sha256:266735adf4cec27efc48184f28510efb875e977aa887a55cbd604d8aaf44f9cd

Observation b94eee98-4b4f-493f-aa4f-c646dde3aa67 · outbound

This paper cites Uni3D-MoE: Scalable Multimodal 3D Scene Understanding via Mixture of Experts.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Uni3D-MoE: Scalable Multimodal 3D Scene Understanding via Mixture of Experts

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-16T00:34:40.722994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.722994Z digest=sha256:830a6631c5709394c30ec6ea99826e36852b7687409dab36b0bab1265ff34f53

Observation 8ee9bcfa-e4c2-473e-9202-0874d8f11b15 · outbound

This paper cites Con- certo: Joint 2d-3d self-supervised learning emerges spatial representations.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Con- certo: Joint 2d-3d self-supervised learning emerges spatial representations

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.084042Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.726389Z digest=sha256:c0cfdf50f52a5abed016a18e724d8d62ed8ae559a3b4ce2138639198c68f66d9

Observation 78133ed3-e316-4083-aa16-0eba3929c27f · outbound

This paper cites Structured3d: A large photo-realistic dataset for structured 3d modeling.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Structured3d: A large photo-realistic dataset for structured 3d modeling

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-16T00:34:40.729489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.729489Z digest=sha256:b22ba07af868cb59d42f31b5c4160eb890405dac4bbc5a72640161bd5908a737

Observation 0a838894-840f-4048-806c-ad0094793ddb · outbound

This paper cites Meta-dmoe: Adapting to domain shift by meta- distillation from mixture-of-experts.Advances in Neural In- formation Processing Systems, 35:22243–22257, 2022.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Meta-dmoe: Adapting to domain shift by meta- distillation from mixture-of-experts.Advances in Neural In- formation Processing Systems, 35:22243–22257, 2022

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.068774Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.732423Z digest=sha256:5ceebd3474ced5d0cd9cd838d5e01bd1c67c4c5d527f6fe3a449f12e75fe45e3

Observation fd452d89-3560-498b-9302-949abb87083f · outbound

This paper cites Uni3D: Exploring Unified 3D Representation at Scale.

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding Uni3D: Exploring Unified 3D Representation at Scale

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-16T00:34:40.736464Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T00:34:40.736464Z digest=sha256:c26d75064538dc70ec30a14e48bedf3ea3dafa6ebadbeb3bcebce6e620da13c8

Observation 1d909fe2-310a-47a9-999d-3f315f81fa03 · outbound

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

STAR: A Spatial-Topology Aware Routing Framework for Generalizable 3D Scene Understanding V oxelnet: End-to-end learning for point cloud based 3d object detection

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T00:34:41.059119Z

Source-reported events for the cited work

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

source=pdf_text observed=2026-08-16T00:34:40.740102Z digest=sha256:93b4d1f5b092618e80e883f07f485606b6cf1ae4e6328fd411a29554ff5e5c8e

Pith citing papers

No inbound Pith citation observations are available.