Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models | Paper Citation Record

Observation 1e48c593-64ef-4941-be4a-56afa3fb0b6e · outbound

This paper cites Comparing euclidean and hyperbolic embeddings on the wordnet nouns hypernymy graph.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models Comparing euclidean and hyperbolic embeddings on the wordnet nouns hypernymy graph

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.616186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cfa9f4f4-47c1-4d01-a457-bd55f6e709ee · outbound

This paper cites Metric spaces of non-positive curvature, volume 319.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models Metric spaces of non-positive curvature, volume 319

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.620750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2638097d-b477-4362-8527-7499a08e8ca7 · outbound

This paper cites Embedding geometries of contrastive language-image pre-training.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models Embedding geometries of contrastive language-image pre-training

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.623736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 815d62d3-9412-48f1-896c-cf61c172d2f3 · outbound

This paper cites Imagenet: A large-scale hierarchical image database.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models Imagenet: A large-scale hierarchical image database

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.626553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47cb4972-86b0-4a27-9ad0-11e4e8c89cc7 · outbound

This paper cites Hyperbolic image-text representations.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models Hyperbolic image-text representations

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.629394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b05ddcf-232a-40e8-ac4a-190e099eacec · outbound

This paper cites Hyperbolic entailment cones for learning hierarchical embeddings.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models Hyperbolic entailment cones for learning hierarchical embeddings

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.632361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21d40148-7880-4452-aaa0-7d4899a34003 · outbound

This paper cites Learning mixed-curvature representations in product spaces.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models Learning mixed-curvature representations in product spaces

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.638377Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13bb8d39-4a4f-488e-8b32-5c60f5c4da36 · outbound

This paper cites an unresolved cited work.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.641001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a38606e0-bef9-479e-a26d-3ac230862e5a · outbound

This paper cites Sugarcrepe: Fixing hackable benchmarks for vision-language compositionality.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models Sugarcrepe: Fixing hackable benchmarks for vision-language compositionality

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.643778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4737229f-4880-4d3e-8926-a1536965094c · outbound

This paper cites Intriguing properties of hyperbolic embeddings in vision-language models.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models Intriguing properties of hyperbolic embeddings in vision-language models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.649118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06d4abcf-dc6d-4ed9-8a9c-9c026dc35458 · outbound

This paper cites Learning multiple layers of features from tiny images.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models Learning multiple layers of features from tiny images

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.652022Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e46971b-8cf8-49ec-bf04-14876b2d4a5b · outbound

This paper cites Microsoft coco: Common objects in context.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models Microsoft coco: Common objects in context

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.654883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27b6b7f8-982e-47aa-9737-0f8883a8eabb · outbound

This paper cites Wordnet: a lexical database for english.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models Wordnet: a lexical database for english

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.657639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e8e99bd-32ae-482b-9489-787a32cfe773 · outbound

This paper cites Poincar \'e embeddings for learning hierarchical representations.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models Poincar \'e embeddings for learning hierarchical representations

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.660289Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 869563bb-ad7c-4fc0-904c-91b3207fd4e8 · outbound

This paper cites Compositional entailment learning for hyperbolic vision-language models.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models Compositional entailment learning for hyperbolic vision-language models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.662736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5a46f58-4d91-430d-bfad-21836f234c46 · outbound

This paper cites Grounding multimodal large language models to the world.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models Grounding multimodal large language models to the world

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.665305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d115f2e7-063e-49f9-9eb2-dc2207c8c2bb · outbound

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

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models Learning transferable visual models from natural language supervision

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.667786Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ba81882-dd28-4bde-8cfd-c361ab3a38d6 · outbound

This paper cites Accept the modality gap: An exploration in the hyperbolic space.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models Accept the modality gap: An exploration in the hyperbolic space

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.670217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7dfa661-2ed7-4383-89e6-a4bb1213424d · outbound

This paper cites Imagenet large scale visual recognition challenge.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models Imagenet large scale visual recognition challenge

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.672791Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91fdcb16-aeae-4909-a69b-9a5d5a6b85a6 · outbound

This paper cites Representation tradeoffs for hyperbolic embeddings.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models Representation tradeoffs for hyperbolic embeddings

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.675338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d10dd92-1f5f-41e2-bdff-663e97629a31 · outbound

This paper cites Low distortion delaunay embedding of trees in hyperbolic plane.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models Low distortion delaunay embedding of trees in hyperbolic plane

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.678340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85866506-8740-4537-a211-8a20ac766eff · outbound

This paper cites PHyCLIP : _1 -product of hyperbolic factors unifies hierarchy and compositionality in vision-language representation learning.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models PHyCLIP : _1 -product of hyperbolic factors unifies hierarchy and compositionality in vision-language representation learning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.684383Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e4b19ba-3ef2-4f41-b84f-9d72298d7e43 · outbound

This paper cites From image descriptions to visual denotations: New similarity metrics for semantic inference over event descriptions.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models From image descriptions to visual denotations: New similarity metrics for semantic inference over event descriptions

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.688171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a318e02-205e-4ec2-bdcb-a630f8340207 · outbound

This paper cites Communications of the ACM , volume=.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models Communications of the ACM , volume=

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.694033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62bc2491-82d7-435a-b248-13c96ad0a282 · outbound

This paper cites Advances in neural information processing systems , volume=.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models Advances in neural information processing systems , volume=

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.697037Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a600bcf-6fe0-42fc-be01-71f7d9b3e9e3 · outbound

This paper cites VL-CheckList: Evaluating Pre-trained Vision-Language Models with Objects, Attributes and Relations.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models VL-CheckList: Evaluating Pre-trained Vision-Language Models with Objects, Attributes and Relations

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.699718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f48f587b-6fc3-4ad1-a50d-660be6f29f3f · outbound

This paper cites International journal of computer vision , volume=.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models International journal of computer vision , volume=

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.702447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3455e062-d97a-438c-9b49-f5ba328bf66c · outbound

This paper cites International Conference on Learning Representations (ICLR) , year=.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models International Conference on Learning Representations (ICLR) , year=

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.705093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bbfd80f-ca92-45cf-a19d-261d8604fc26 · outbound

This paper cites International Conference on Machine Learning (ICML) , year=.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models International Conference on Machine Learning (ICML) , year=

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.707870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc7c7ac3-f710-472d-8fe3-74ff6fa71084 · outbound

This paper cites European conference on computer vision , pages=.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models European conference on computer vision , pages=

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.711015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05e0f7ab-49aa-4852-8b29-05aa3cc74e3a · outbound

This paper cites 1999 , publisher=.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models 1999 , publisher=

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.713546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d54d7e68-7164-41ec-b7a0-e48ce3428bfa · outbound

This paper cites Transactions of the association for computational linguistics , volume=.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models Transactions of the association for computational linguistics , volume=

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.716232Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8773ca1-a666-427c-a3dc-2916a1127143 · outbound

This paper cites 2009 , publisher=.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models 2009 , publisher=

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.719023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 610537b7-a758-4eda-a6eb-0f95627d89e8 · outbound

This paper cites 2009 IEEE conference on computer vision and pattern recognition , pages=.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models 2009 IEEE conference on computer vision and pattern recognition , pages=

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.721521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47892cbc-0c2c-4a33-be43-f8d3b9474d97 · outbound

This paper cites International conference on machine learning , pages=.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models International conference on machine learning , pages=

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.724022Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec8ee31f-4fe3-46a8-ae71-306a143f2a7b · outbound

This paper cites International Conference on Learning Representations , volume=.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models International Conference on Learning Representations , volume=

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.726435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63dd6b25-d384-40b3-8960-d8c47b3d838f · outbound

This paper cites International Conference on Machine Learning , pages=.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models International Conference on Machine Learning , pages=

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.729226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd436ebd-e4bf-4107-ade1-e93aeaf96aed · outbound

This paper cites International Conference on Learning Representations , volume=.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models International Conference on Learning Representations , volume=

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.732119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7623c2c8-003e-416c-9c6a-3fdd3a4b09b6 · outbound

This paper cites an unresolved cited work.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.734871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 622e261b-f148-4cbf-9371-e65df30a9d53 · outbound

This paper cites International symposium on graph drawing , pages=.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models International symposium on graph drawing , pages=

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.737747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 745e363e-ab53-4f07-a571-55bbb9833567 · outbound

This paper cites an unresolved cited work.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models Unresolved cited work

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.740272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39dab970-695e-4bb3-8ad8-c0d669191fdd · outbound

This paper cites International conference on machine learning , pages=.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models International conference on machine learning , pages=

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.743086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67cae88f-ac99-4a1f-8c8b-e05bcaf14d37 · outbound

This paper cites Transactions on Machine Learning Research , year=.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models Transactions on Machine Learning Research , year=

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.745748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 872aa560-1561-4b7a-939a-08cb68e3f0c4 · outbound

This paper cites Order-Embeddings of Images and Language.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models Order-Embeddings of Images and Language

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.748321Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03c4394c-f54e-4b02-a115-3d4096a963d3 · outbound

This paper cites Proceedings of the Second Workshop on Insights from Negative Results in NLP , pages=.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models Proceedings of the Second Workshop on Insights from Negative Results in NLP , pages=

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.750769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93f48b13-8282-4e55-b177-82afc0c61141 · outbound

This paper cites HiCLIP: Contrastive Language-Image Pretraining with Hierarchy-aware Attention.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models HiCLIP: Contrastive Language-Image Pretraining with Hierarchy-aware Attention

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.753472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83f66e77-f6f2-4243-b6f3-84ac8f8a2c65 · outbound

This paper cites European Conference on Computer Vision , pages=.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models European Conference on Computer Vision , pages=

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.755885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1b5a7da-ef10-4820-9128-def26fd50cfb · outbound

This paper cites Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages=.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition , pages=

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.758488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df4d3bc3-54e9-4f34-8476-8dbb37379880 · outbound

This paper cites IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , year=.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) , year=

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.761102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba982f46-ea15-4c0b-a956-ac38376fbc7d · outbound

This paper cites arXiv preprint arXiv:2603.23311 , year=.

Is the Geometry Doing the Work? An Operating-Point Audit of Hierarchy in Hyperbolic Vision-Language Models arXiv preprint arXiv:2603.23311 , year=

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-02T08:32:59.763555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers