Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation | Paper Citation Record

Observation bc49824a-9b2f-4064-8357-b890966a62a4 · outbound

This paper cites 3dos: Towards 3d open set learning- benchmarking and understanding semantic novelty detection on point clouds.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation 3dos: Towards 3d open set learning- benchmarking and understanding semantic novelty detection on point clouds

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:41.896409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 23f1477c-6a1d-46a0-824c-d8ae982fbcb7 · outbound

This paper cites NECO: NEural Collapse Based Out-of-distribution detection.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation NECO: NEural Collapse Based Out-of-distribution detection

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T22:12:23.654483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9432601-5555-4f95-8654-aad87fae2520 · outbound

This paper cites Pseudo-labeling and confirmation bias in deep semi-supervised learning.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Pseudo-labeling and confirmation bias in deep semi-supervised learning

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:41.676321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 09ae08a7-219e-40c6-82ac-9e49b7c47395 · outbound

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

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation 3d semantic parsing of large-scale indoor spaces

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:41.481172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9283c6d3-7a1b-4a9c-bea9-b17618a16f0e · outbound

This paper cites Id-like prompt learn- ing for few-shot out-of-distribution detection.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Id-like prompt learn- ing for few-shot out-of-distribution detection

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:41.327922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 25ac538e-b129-4d09-b6fc-e0880fafd9c0 · outbound

This paper cites Graph out-of-distribution detection goes neighborhood shaping.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Graph out-of-distribution detection goes neighborhood shaping

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:41.079900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f75d470d-b448-4313-8176-19375054e537 · outbound

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

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Lang, Sourabh V ora, Venice Erin Liong, Qiang Xu, Anush Krishnan, Yu Pan, Gi- ancarlo Baldan, and Oscar Beijbom

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:40.881260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c480838d-447b-4ebf-8dd9-e30bae0a90dc · outbound

This paper cites A theory of label propagation for subpopulation shift.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation A theory of label propagation for subpopulation shift

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:40.599466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c2821e30-3c76-45c7-a589-aca8b8f7f352 · outbound

This paper cites ShapeNet: An Information-Rich 3D Model Repository.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation ShapeNet: An Information-Rich 3D Model Repository

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T22:12:24.744908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9dd7da1-df10-4617-a79e-1342d9e19716 · outbound

This paper cites Adversarial reciprocal points learning for open set recognition.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Adversarial reciprocal points learning for open set recognition

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:40.366275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1ffc9ba0-65b4-4e75-a8b0-300d9b5f8f30 · outbound

This paper cites Unsupervised feature learning for clas- sification of outdoor 3d scans.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Unsupervised feature learning for clas- sification of outdoor 3d scans

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:40.138266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e745f3d5-b26d-4d7f-956d-9176b9960d44 · outbound

This paper cites Sub-center arcface: Boosting face recognition by large-scale noisy web faces.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Sub-center arcface: Boosting face recognition by large-scale noisy web faces

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:39.944190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 72d599cc-2baf-42f6-a339-730fb0e4aac6 · outbound

This paper cites A note on two problems in connexion with graphs.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation A note on two problems in connexion with graphs

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:39.778904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 68ba399d-e5b3-43f4-b7e2-370cac9df579 · outbound

This paper cites Learning from Label Proportions: Bootstrapping Supervised Learners via Belief Propagation.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Learning from Label Proportions: Bootstrapping Supervised Learners via Belief Propagation

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-06T22:12:30.436012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 553dabad-e522-49d1-be18-5eeaf3e1066a · outbound

This paper cites A baseline for detect- ing misclassified and out-of-distribution examples in neural networks.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation A baseline for detect- ing misclassified and out-of-distribution examples in neural networks

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:39.593155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ba9ae135-b925-44dc-aec8-29c247d21883 · outbound

This paper cites Deep anomaly detection with outlier exposure.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Deep anomaly detection with outlier exposure

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:39.409411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 97d9442c-1456-4a63-8134-baffde491cd8 · outbound

This paper cites Reclip: Refine contrastive language image pre-training with source free domain adaptation.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Reclip: Refine contrastive language image pre-training with source free domain adaptation

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:39.252799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3d750180-1fe1-4aec-a64e-f2b20fa195fc · outbound

This paper cites Out-of-distribution detection for lidar-based 3d object deteclabel propagation for zero-shot classification with visiontion.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Out-of-distribution detection for lidar-based 3d object deteclabel propagation for zero-shot classification with visiontion

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:39.031969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 51691b4d-5dac-4153-8968-647b1f232c2e · outbound

This paper cites On the impor- tance of gradients for detecting distributional shifts in the wild.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation On the impor- tance of gradients for detecting distributional shifts in the wild

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:38.859354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation dfe65317-3934-49bd-bccb-16266fe59097 · outbound

This paper cites Clip2point: Transfer clip to point cloud classification with image-depth pre-training.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Clip2point: Transfer clip to point cloud classification with image-depth pre-training

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:38.704026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 286b4afe-a507-412e-ab13-1ab8860cb742 · outbound

This paper cites Ikotun, Absalom E.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Ikotun, Absalom E

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:38.559024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e5bf8e96-71fb-4ee7-9f89-5a641489f048 · outbound

This paper cites Label propagation for deep semi-supervised learning.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Label propagation for deep semi-supervised learning

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:38.422584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation dc9eb1b3-a618-4dcd-ae59-58f156851ad3 · outbound

This paper cites Scaling up visual and vision-language representa- tion learning with noisy text supervision.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Scaling up visual and vision-language representa- tion learning with noisy text supervision

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:38.241280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ad3a3da2-9bcb-426a-9418-824af6a0cfa3 · outbound

This paper cites Negative label guided ood de- tection with pretrained vision-language models.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Negative label guided ood de- tection with pretrained vision-language models

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:38.055483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 982c0a37-1c41-4964-b19b-8529917f182b · outbound

This paper cites Supervised contrastive learning.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Supervised contrastive learning

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:37.895379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a8de0733-b986-45d6-aaa4-f70608b27a86 · outbound

This paper cites Out-of-distribution detection with logical reasoning.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Out-of-distribution detection with logical reasoning

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:37.641551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 10a7aa10-552c-4f7a-8d67-357ca6022e41 · outbound

This paper cites an unresolved cited work.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-06T22:12:37.383771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cbfd8534-1ae2-4370-ac72-45125f27ec7f · outbound

This paper cites Blip: Bootstrapping language-image pre-training for unified vision-language understanding and generation.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Blip: Bootstrapping language-image pre-training for unified vision-language understanding and generation

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:37.134318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c205682b-1324-4d84-9875-2d2af2dd2f7d · outbound

This paper cites Rethinking out-of-distribution (ood) detection: Masked image modeling is all you need.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Rethinking out-of-distribution (ood) detection: Masked image modeling is all you need

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:36.898204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e9e17309-3e82-4352-b173-d7234352045e · outbound

This paper cites Learning transferable negative prompts for out-of- distribution detection.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Learning transferable negative prompts for out-of- distribution detection

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:36.592668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8ab851d6-dc20-4fea-a1e7-a60a052f0d0c · outbound

This paper cites Efficient and context-aware label propagation for zero- /few-shot training-free adaptation of vision-language model.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Efficient and context-aware label propagation for zero- /few-shot training-free adaptation of vision-language model

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:36.115077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7043e9c1-4f2f-4377-869b-cfe305674979 · outbound

This paper cites Enhancing the re- liability of out-of-distribution image detection in neural net- works.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Enhancing the re- liability of out-of-distribution image detection in neural net- works

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:35.837916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7fb788d2-4ea8-469d-8105-e624d6f045c2 · outbound

This paper cites Energy-based out-of-distribution detection.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Energy-based out-of-distribution detection

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:35.499247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 76d7da74-95cb-4fad-b739-6ba7e6d1f7c4 · outbound

This paper cites Toward unsupervised 3d point cloud anomaly detection using variational autoencoder.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Toward unsupervised 3d point cloud anomaly detection using variational autoencoder

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:35.130739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 682e36a4-5f8c-420e-a1de-0f2a04948049 · outbound

This paper cites Geometrically-driven aggregation for zero-shot 3d point cloud understanding.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Geometrically-driven aggregation for zero-shot 3d point cloud understanding

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:34.738625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8cd96a5c-0aed-4a9f-af23-e2b719b6b6ad · outbound

This paper cites Delving into out-of-distribution detection with vision-language representations.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Delving into out-of-distribution detection with vision-language representations

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:34.406957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f838a5db-a5fd-468f-940b-52ea37505d17 · outbound

This paper cites Locoop: Few-shot out-of-distribution detection via prompt learning.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Locoop: Few-shot out-of-distribution detection via prompt learning

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:34.265188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6546ff9b-147f-468e-96cb-ec3ead71fc73 · outbound

This paper cites Out-of-distribution detection with negative prompts.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Out-of-distribution detection with negative prompts

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:34.127428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bf914dc9-393d-440a-a865-51938566e3d8 · outbound

This paper cites Out-of-distribution detection for automotive perception.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Out-of-distribution detection for automotive perception

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:33.974254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 41c66262-197e-4e83-93ec-e41c5eee18dd · outbound

This paper cites Label Propagation with Weak Supervision.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Label Propagation with Weak Supervision

Reference 40

Resolution: verified exact; local_arxiv, observed 2026-08-06T22:12:30.229703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a17cf257-1d13-433f-89a6-2ab4bd21c963 · outbound

This paper cites 3d object detection for autonomous driving: A survey.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation 3d object detection for autonomous driving: A survey

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:33.871729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation aa5d3eb0-532a-460b-9ea7-3ccbaf419e94 · outbound

This paper cites Learning transferable visual models from natural language supervision.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Learning transferable visual models from natural language supervision

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:33.770784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ebd8eadf-0118-43ab-a605-c0cbfde2f7d1 · outbound

This paper cites Graph posterior network: Bayesian predictive uncertainty for node classifi- cation.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Graph posterior network: Bayesian predictive uncertainty for node classifi- cation

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:33.632078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 6a1c7d94-6d85-4aa1-a924-9e178984def0 · outbound

This paper cites Label propagation for zero-shot classification with vision-language models.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Label propagation for zero-shot classification with vision-language models

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:33.508136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c8fba4ed-d816-40d0-b16c-57fe1e779a3a · outbound

This paper cites Benchmarking Robustness of 3D Point Cloud Recognition Against Common Corruptions.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Benchmarking Robustness of 3D Point Cloud Recognition Against Common Corruptions

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-06T22:12:28.418722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d10c027f-489e-4357-b71f-471283ade6fb · outbound

This paper cites React: Out-of- distribution detection with rectified activations.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation React: Out-of- distribution detection with rectified activations

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:33.356417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4907160f-9c8e-4dc8-ba2f-991a8bcd80ce · outbound

This paper cites Out-of- distribution detection with deep nearest neighbors.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Out-of- distribution detection with deep nearest neighbors

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:33.251619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7c0e9f02-7357-492a-95f0-8d18fac886a9 · outbound

This paper cites Argue: Attribute-guided prompt tuning for vision-language models.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Argue: Attribute-guided prompt tuning for vision-language models

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:33.130391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5c95c484-5d87-4dc2-a30a-d458e6a55095 · outbound

This paper cites Revisiting point cloud classification: A new benchmark dataset and classification model on real-world data.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Revisiting point cloud classification: A new benchmark dataset and classification model on real-world data

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:33.007078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4cf3942c-2f00-4745-a79c-74bd73f308b9 · outbound

This paper cites Open-set recognition: A good closed-set classifier is all you need.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Open-set recognition: A good closed-set classifier is all you need

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:32.864486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ab74a3c6-b929-462f-9e07-122d06405096 · outbound

This paper cites Clipn for zero-shot ood detection: Teaching clip to say no.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Clipn for zero-shot ood detection: Teaching clip to say no

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:32.657193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 217ed791-e452-43be-bba0-76f32baec2b0 · outbound

This paper cites Learning to augment distributions for out-of-distribution detection.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Learning to augment distributions for out-of-distribution detection

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:32.450291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 976a6389-8056-4ad1-8e65-4815ed9939c3 · outbound

This paper cites Energy-based out-of-distribution detection for graph neural networks.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Energy-based out-of-distribution detection for graph neural networks

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:32.294090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9cd13546-af1c-47a6-be59-9932661ae129 · outbound

This paper cites Ulip: Learning a unified representation of language, images, and point clouds for 3d understanding.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Ulip: Learning a unified representation of language, images, and point clouds for 3d understanding

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:32.163272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 73063c69-83ec-40bd-9243-6fe904fd6a53 · outbound

This paper cites Ulip-2: Towards scalable multimodal pre-training for 3d understanding.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Ulip-2: Towards scalable multimodal pre-training for 3d understanding

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:31.989152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d12359a5-e79c-482f-b4e5-9d15cd1f90d0 · outbound

This paper cites Point-bert: Pre-training 3d point cloud transformers with masked point modeling.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Point-bert: Pre-training 3d point cloud transformers with masked point modeling

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:31.835225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7e94665a-eb6c-4bdb-a74b-539a15ffa604 · outbound

This paper cites Discriminability-driven channel selection for out-of-distribution detection.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Discriminability-driven channel selection for out-of-distribution detection

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:31.598366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0ed28735-a002-4f76-833b-f2baef65f211 · outbound

This paper cites Pointclip: Point cloud understanding by clip.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Pointclip: Point cloud understanding by clip

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:31.451995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 718ad6b4-45e7-4222-a762-36bec73f4bfe · outbound

This paper cites Tip- adapter: Training-free adaption of clip for few-shot clas- sification.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Tip- adapter: Training-free adaption of clip for few-shot clas- sification

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:31.265825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d74a094f-3efb-4641-8c74-4281530a1128 · outbound

This paper cites Decoupling maxlogit for out- of-distribution detection.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Decoupling maxlogit for out- of-distribution detection

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:31.001133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bd5db6da-bd45-464a-b639-553a215f71c2 · outbound

This paper cites Learning from labeled and unlabeled data with label propagation.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation Learning from labeled and unlabeled data with label propagation

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:30.829869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a36e4ef1-0e12-4779-9d88-6cd9a0c6102f · outbound

This paper cites a photo of.

Exploiting Vision Language Model for Training-Free 3D Point Cloud OOD Detection via Graph Score Propagation a photo of

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T22:12:30.665990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers