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Paper Citation Record · LEDGER

I Walk the Line: Examining the Role of Gestalt Continuity in Object Binding for Vision Transformers

As of 6 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 1 inbound Pith citation observation for arXiv:2604.09942.

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

pith.paper-citation-record.v1
2604.09942 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T16:53:04.513790Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T01:41:52.356032Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

28 of 28 outbound references displayed

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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e0f3f92b-b297-4eb7-9470-45a1f2022498 · outbound

This paper cites Visual symbolic mechanisms: Emergent sym- bol processing in vision language models.

I Walk the Line: Examining the Role of Gestalt Continuity in Object Binding for Vision Transformers Visual symbolic mechanisms: Emergent sym- bol processing in vision language models

Reference 1

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Observation 7addc07d-b1de-4d70-b083-3d058f23802f · outbound

This paper cites Emerg- ing properties in self-supervised vision transformers.

I Walk the Line: Examining the Role of Gestalt Continuity in Object Binding for Vision Transformers Emerg- ing properties in self-supervised vision transformers

Reference 2

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Observation ae65b8c9-cb2f-4de3-9ebb-45c7b7181467 · outbound

This paper cites MIT press.

I Walk the Line: Examining the Role of Gestalt Continuity in Object Binding for Vision Transformers MIT press

Reference 3

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Observation a2220064-c35a-4b33-bccf-c83c203ae3db · outbound

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

I Walk the Line: Examining the Role of Gestalt Continuity in Object Binding for Vision Transformers Imagenet: A large-scale hierarchical image database

Reference 4

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Observation 1fb3cbea-c5d1-4a10-a3d5-bb51e79ae3b9 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

I Walk the Line: Examining the Role of Gestalt Continuity in Object Binding for Vision Transformers An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 5

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Observation 438370cc-e678-48a8-945d-11c5d1a8cc0e · outbound

This paper cites How do language mod- els bind entities in context? InThe Twelfth International Conference on Learning Representations.

I Walk the Line: Examining the Role of Gestalt Continuity in Object Binding for Vision Transformers How do language mod- els bind entities in context? InThe Twelfth International Conference on Learning Representations

Reference 6

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Observation 59e3d9f7-90a4-4e83-b0e0-8d8a0dd784d2 · outbound

This paper cites Token erasure as a footprint of implicit vocabu- lary items in llms.

I Walk the Line: Examining the Role of Gestalt Continuity in Object Binding for Vision Transformers Token erasure as a footprint of implicit vocabu- lary items in llms

Reference 7

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Observation 2e82f48f-3a03-426d-9e96-d4a5a0b45236 · outbound

This paper cites On the Binding Problem in Artificial Neural Networks.

I Walk the Line: Examining the Role of Gestalt Continuity in Object Binding for Vision Transformers On the Binding Problem in Artificial Neural Networks

Reference 8

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Observation 94d03fc2-0ed1-43de-b5ed-f7ed7293b01f · outbound

This paper cites Finding Neurons in a Haystack: Case Studies with Sparse Probing.

I Walk the Line: Examining the Role of Gestalt Continuity in Object Binding for Vision Transformers Finding Neurons in a Haystack: Case Studies with Sparse Probing

Reference 9

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Observation f640c059-b11a-4b70-b705-84d64ef6137f · outbound

This paper cites Partimagenet: A large, high- quality dataset of parts.

I Walk the Line: Examining the Role of Gestalt Continuity in Object Binding for Vision Transformers Partimagenet: A large, high- quality dataset of parts

Reference 10

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Observation b844756b-7d4d-4ea1-89b1-9babb8bf1698 · outbound

This paper cites Masked autoencoders are scalable vision learners.

I Walk the Line: Examining the Role of Gestalt Continuity in Object Binding for Vision Transformers Masked autoencoders are scalable vision learners

Reference 11

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This paper cites Disentangling neural mechanisms for perceptual grouping.

I Walk the Line: Examining the Role of Gestalt Continuity in Object Binding for Vision Transformers Disentangling neural mechanisms for perceptual grouping

Reference 12

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This paper cites Adam: A Method for Stochastic Optimization.

I Walk the Line: Examining the Role of Gestalt Continuity in Object Binding for Vision Transformers Adam: A Method for Stochastic Optimization

Reference 13

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Observation 5d079fa7-6c90-44f0-a8d5-07dd1daf82b7 · outbound

This paper cites routledge.

I Walk the Line: Examining the Role of Gestalt Continuity in Object Binding for Vision Transformers routledge

Reference 14

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Observation 0e1d8f5b-2677-4dea-af94-abdf0835c692 · outbound

This paper cites Beyond the doors of perception: Vision transformers represent relations be- tween objects.Advances in Neural Information Processing Systems, 37:131503–131544.

I Walk the Line: Examining the Role of Gestalt Continuity in Object Binding for Vision Transformers Beyond the doors of perception: Vision transformers represent relations be- tween objects.Advances in Neural Information Processing Systems, 37:131503–131544

Reference 15

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Observation 73748c84-8f84-480f-81c2-1bcc0a4b890c · outbound

This paper cites Does object binding naturally emerge in large pretrained vi- sion transformers?.

I Walk the Line: Examining the Role of Gestalt Continuity in Object Binding for Vision Transformers Does object binding naturally emerge in large pretrained vi- sion transformers?

Reference 16

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Observation b88031af-c9c7-4bbe-b78e-8be22b7787ed · outbound

This paper cites Learning long-range spatial de- pendencies with horizontal gated recurrent units.Advances in neural information processing systems, 31.

I Walk the Line: Examining the Role of Gestalt Continuity in Object Binding for Vision Transformers Learning long-range spatial de- pendencies with horizontal gated recurrent units.Advances in neural information processing systems, 31

Reference 17

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Observation 55e1e149-87e2-4846-a26a-85a35c6584e9 · outbound

This paper cites Object- centric learning with slot attention.Advances in neural in- formation processing systems, 33:11525–11538.

I Walk the Line: Examining the Role of Gestalt Continuity in Object Binding for Vision Transformers Object- centric learning with slot attention.Advances in neural in- formation processing systems, 33:11525–11538

Reference 18

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Observation e2005eb3-33b8-4fb8-831f-c8f733aa09af · outbound

This paper cites Dinov2: Learning robust visual features without supervision.

I Walk the Line: Examining the Role of Gestalt Continuity in Object Binding for Vision Transformers Dinov2: Learning robust visual features without supervision

Reference 19

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Observation 1eaa6e6a-867d-41ff-af92-28b0211834b6 · outbound

This paper cites Learning transferable visual models from natural language supervi- sion.

I Walk the Line: Examining the Role of Gestalt Continuity in Object Binding for Vision Transformers Learning transferable visual models from natural language supervi- sion

Reference 20

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Observation bb08f7b6-e3d0-4739-8410-891c9fc1816a · outbound

This paper cites Long range arena: A bench- mark for efficient transformers.

I Walk the Line: Examining the Role of Gestalt Continuity in Object Binding for Vision Transformers Long range arena: A bench- mark for efficient transformers

Reference 21

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Observation 36b0ff96-1c74-402f-9f83-735324087305 · outbound

This paper cites The binding problem.Current opinion in neurobiology, 6(2):171–178.

I Walk the Line: Examining the Role of Gestalt Continuity in Object Binding for Vision Transformers The binding problem.Current opinion in neurobiology, 6(2):171–178

Reference 22

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Observation 5c628452-7c37-467f-9da0-ee530b07cb38 · outbound

This paper cites Illusory conjunctions in the perception of objects.Cognitive psychology, 14(1): 107–141.

I Walk the Line: Examining the Role of Gestalt Continuity in Object Binding for Vision Transformers Illusory conjunctions in the perception of objects.Cognitive psychology, 14(1): 107–141

Reference 23

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Source-reported events for the cited work

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Observation 1aa6e98b-a44b-4cfb-83bc-dbea67b2a34a · outbound

This paper cites Attention is all you need.Advances in neural information processing systems, 30.

I Walk the Line: Examining the Role of Gestalt Continuity in Object Binding for Vision Transformers Attention is all you need.Advances in neural information processing systems, 30

Reference 24

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Observation e119c7cf-f78e-48e9-8cc2-d072bf60d31f · outbound

This paper cites The what and why of binding: the modeler’s perspective.Neuron, 24(1):95–104.

I Walk the Line: Examining the Role of Gestalt Continuity in Object Binding for Vision Transformers The what and why of binding: the modeler’s perspective.Neuron, 24(1):95–104

Reference 25

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Source-reported events for the cited work

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Observation 1080b31b-cff5-4c89-8446-eaa29017cea0 · outbound

This paper cites Interpretability in the wild: a circuit for indirect object identification in gpt-2 small.

I Walk the Line: Examining the Role of Gestalt Continuity in Object Binding for Vision Transformers Interpretability in the wild: a circuit for indirect object identification in gpt-2 small

Reference 26

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verified fuzzy
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Source-reported events for the cited work

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Observation 36d51b38-ddd7-4efb-a39b-27b3d84b0b3f · outbound

This paper cites Object” version). Figure 6.Randomly selected stimuli from the Curves dataset (“Object.

I Walk the Line: Examining the Role of Gestalt Continuity in Object Binding for Vision Transformers Object” version). Figure 6.Randomly selected stimuli from the Curves dataset (“Object

Reference 27

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Observation bf35b3d8-e0c1-40ef-a457-91999391c498 · outbound

This paper cites Note that our method for selecting Gestalt continuity heads to ablate is quite crude.

I Walk the Line: Examining the Role of Gestalt Continuity in Object Binding for Vision Transformers Note that our method for selecting Gestalt continuity heads to ablate is quite crude

Reference 28

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Pith citing papers

Observation bc7def13-9a7c-4a25-ac10-56dd001b2c3f · inbound

Linguistic Context Recodes Visual Representations in Vision-Language Models cites this paper.

Linguistic Context Recodes Visual Representations in Vision-Language Models I Walk the Line: Examining the Role of Gestalt Continuity in Object Binding for Vision Transformers

Reference 50

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Source-reported events for the cited work

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