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Paper Citation Record · LEDGER

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment

As of 8 August 2026, this Paper Citation Record lists 61 of 61 outbound references and 0 inbound Pith citation observations for arXiv:2505.14204.

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

pith.paper-citation-record.v1
2505.14204 v1

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measured 61 of 61 reference resolution

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measured 61 of 61 standing notices

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Reference resolution

61 of 61 outbound references displayed

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Outbound references

Observation 0de8a84f-7a91-4d75-9cd5-74ac31c54069 · outbound

This paper cites J., Kriegeskorte, N.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment J., Kriegeskorte, N

Reference 1

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This paper cites On Model Stability as a Function of Random Seed.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment On Model Stability as a Function of Random Seed

Reference 2

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Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment Torch.manual_seed(3407) is all you need: On the influence of random seeds in deep learning architectures for computer vision

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Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment ImageNet-1k benchmark

Reference 4

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This paper cites The Goldilocks zone: Towards better understanding of neural network loss landscapes.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment The Goldilocks zone: Towards better understanding of neural network loss landscapes

Reference 5

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Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment Accounting for Variance in Machine Learning Benchmarks

Reference 6

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This paper cites On the Variance of Neural Network Training with respect to Test Sets and Distributions.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment On the Variance of Neural Network Training with respect to Test Sets and Distributions

Reference 7

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This paper cites N.et al.Things: A database of 1,854 object concepts and more than 26,000 naturalistic object images.PloS one14, e0223792 (2019).

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment N.et al.Things: A database of 1,854 object concepts and more than 26,000 naturalistic object images.PloS one14, e0223792 (2019)

Reference 8

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This paper cites N., Zheng, C.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment N., Zheng, C

Reference 9

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This paper cites DreamSim: Learning New Dimensions of Human Visual Similarity using Synthetic Data.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment DreamSim: Learning New Dimensions of Human Visual Similarity using Synthetic Data

Reference 10

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This paper cites The Unreasonable Effectiveness of Deep Features as a Perceptual Metric.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment The Unreasonable Effectiveness of Deep Features as a Perceptual Metric

Reference 11

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This paper cites When Does Perceptual Alignment Benefit Vision Representations?.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment When Does Perceptual Alignment Benefit Vision Representations?

Reference 12

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Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment Improving neural network representations using human similarity judgments

Reference 13

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Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment Aligning Machine and Human Visual Representations across Abstraction Levels

Reference 14

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This paper cites Shifting Attention to You: Personalized Brain-Inspired AI Models.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment Shifting Attention to You: Personalized Brain-Inspired AI Models

Reference 16

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Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment & Philbin, J

Reference 17

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

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 18

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Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment A Simple Framework for Contrastive Learning of Visual Representations

Reference 19

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This paper cites URLhttp://dx.doi.org/10.1145/2812802.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment URLhttp://dx.doi.org/10.1145/2812802

Reference 20

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Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment Learning Transferable Visual Models From Natural Language Supervision

Reference 21

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Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment InICML(2021)

Reference 22

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Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment A ConvNet for the 2020s

Reference 23

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Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment PeCo: Perceptual Codebook for BERT Pre-training of Vision Transformers

Reference 24

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Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment Robust CLIP: Unsupervised Adversarial Fine-Tuning of Vision Embeddings for Robust Large Vision-Language Models

Reference 25

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Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment Adversarially Robust CLIP Models Can Induce Better (Robust) Perceptual Metrics

Reference 26

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Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment RWKV-CLIP: A Robust Vision-Language Representation Learner

Reference 27

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Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment Deep Neural Networks and Brain Alignment: Brain Encoding and Decoding (Survey)

Reference 28

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Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment DataComp: In search of the next generation of multimodal datasets

Reference 29

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Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment & Song, D

Reference 30

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Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment & Song, D

Reference 31

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Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment Jordan-H\"older with uniqueness for semimodular semilattices

Reference 32

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Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment & Shankar, V

Reference 33

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This paper cites In Wallach, H.et al.(eds.)Advances in Neural Information Processing Systems, vol.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment In Wallach, H.et al.(eds.)Advances in Neural Information Processing Systems, vol

Reference 34

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Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment & Hinton, G

Reference 35

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Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment & Perona, P

Reference 36

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:42:33.007247Z digest=sha256:6a8e86fcf95ba6980cc6c072869c4d17e069b85b1e43c6f1bdd6ceee4833f9da

Observation 95a43b7c-575b-4742-a501-a5118f327175 · outbound

This paper cites CLEVR: A Diagnostic Dataset for Compositional Language and Elementary Visual Reasoning.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment CLEVR: A Diagnostic Dataset for Compositional Language and Elementary Visual Reasoning

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-07T15:42:33.096947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:42:33.096947Z digest=sha256:fc63e721a88e8f17ceca4c732dd3097cf3c9f583041ec9467284fce3fae7ab20

Observation 771532e2-5d9b-43d4-8994-282969425695 · outbound

This paper cites & Urtasun, R.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment & Urtasun, R

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:42:41.601368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:42:33.190434Z digest=sha256:466e4950da37d79e69a5218d91ee911332ff6d86122c915ee2450fd9852220de

Observation ac81e388-97f5-4a53-b544-a20a6ca7cce2 · outbound

This paper cites & Vedaldi, A.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment & Vedaldi, A

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:42:41.324438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:42:33.281784Z digest=sha256:fa5eee6ad98cd832af22cd8577891484791fff2f88b300effb0b6eaeaf3d775a

Observation 928de1d6-fff5-4a3e-9d27-55cfac3b78d7 · outbound

This paper cites & Borth, D.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment & Borth, D

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:42:41.140795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:42:33.351713Z digest=sha256:847fd3dbfbe48cd53b23970474e9d2e93f2f6fbf18abc69830384ca2bff1b6dc

Observation c810b91a-b4a2-4cc7-ad7d-d94fa9345c37 · outbound

This paper cites & Zisserman, A.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment & Zisserman, A

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:42:40.916663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:42:33.452432Z digest=sha256:340a99075189e3ddadd9f30ef9202416bd84722080175b547492fcbe25ac6ef5

Observation b62012aa-d042-47d4-bf75-6a4762830179 · outbound

This paper cites M., Vedaldi, A., Zisserman, A.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment M., Vedaldi, A., Zisserman, A

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:42:40.723918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:42:33.543922Z digest=sha256:2c9bdffb02cff38adf5b218ae2b565e7b3c81caa198f97661ff77256419a4931

Observation ad59c9c9-a550-4a88-a43f-0326a8ec9548 · outbound

This paper cites an unresolved cited work.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment Unresolved cited work

Reference 43

Resolution
metadata mismatch
raw_fallback, observed 2026-08-07T15:42:36.150200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:42:33.626831Z digest=sha256:6e8a7ecef3af9aa98cf0e493b8a063120bb4a25691e6ddab31bb1c48b912d147

Observation 121c5b93-d1c8-448b-81e7-ecc76fd28706 · outbound

This paper cites InNIPS Workshop on Deep Learning and Unsupervised Feature Learning 2011(2011).

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment InNIPS Workshop on Deep Learning and Unsupervised Feature Learning 2011(2011)

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:42:40.478777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:42:33.741722Z digest=sha256:c87469c49b9c3a03b6d0a295b3fbb65958dfe9ccc4e970f10cf9742302a32b17

Observation 48544b13-9027-4e8d-82a5-048b16d08b77 · outbound

This paper cites S., Linmans, J., Winkens, J., Cohen, T.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment S., Linmans, J., Winkens, J., Cohen, T

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:42:40.310516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:42:33.811023Z digest=sha256:2297ac1afcf832cafdcf52b640b7ddc879bb6936735abc1d48651a96957d35ab

Observation 93722954-3a50-42f6-9b50-b3336b02fb62 · outbound

This paper cites & Fei-Fei, L.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment & Fei-Fei, L

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:42:40.160400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:42:33.894195Z digest=sha256:57f70aafb7ca17b6d8ee17bc7e536f11d5ff9371f06de2b15824d01a096ba0c8

Observation 1b69191e-cb76-4c4a-93bf-059546ec1c89 · outbound

This paper cites & Van Gool, L.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment & Van Gool, L

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:42:39.989299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:42:33.999615Z digest=sha256:eaf213ec8128cffcdf8579d2796070947a77d5bc17805110b57e74357c915c57

Observation c44d1486-10ea-4e95-bca1-8d4b41565d53 · outbound

This paper cites Fine-Grained Visual Classification of Aircraft.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment Fine-Grained Visual Classification of Aircraft

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-07T15:42:34.083971Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:42:34.083971Z digest=sha256:ad5da835c11ed73712a7f01b02be3abcca5f15846e0179c382bd7f963c54a7c9

Observation 448738ba-d400-4941-926e-534e79151888 · outbound

This paper cites K., Winn, J.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment K., Winn, J

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:42:39.823355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:42:34.165825Z digest=sha256:692dafc1c7e972b8120a6279df9821a534c2d254b998bafbab3d27de44fda629

Observation 6327e957-0b92-4b58-8f81-b443523d50a1 · outbound

This paper cites & Sim, J.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment & Sim, J

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:42:39.611972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:42:34.257284Z digest=sha256:78bdf77b1398c3f84f6873a4e208a2210a7a7476ba5c2af41e53c733e00d9172

Observation 2daa8f74-9bcd-4e11-9674-c6016b0f0aa6 · outbound

This paper cites & Igel, C.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment & Igel, C

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:42:39.439327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:42:34.329612Z digest=sha256:1f037279090857ae1f373774f23db362e52aec62e34c3170d18a260a286181c4

Observation 8fcc57fa-cef6-411d-b50e-93e2cbaa2cbd · outbound

This paper cites & Haffner, P.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment & Haffner, P

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:42:39.241287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:42:34.443359Z digest=sha256:607ead413109b2261f88a3538b45dd57977a361fa2e734ebc3bad8a3ccb6fe74

Observation 2773d429-722d-4a1b-ac87-69826aa32bdb · outbound

This paper cites In Yarowsky, D., Baldwin, T., Korhonen, A., Livescu, K.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment In Yarowsky, D., Baldwin, T., Korhonen, A., Livescu, K

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:42:39.041611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:42:34.519305Z digest=sha256:2b66499ceec14c028bfc46b01e6c36a7755b0f9962d72a7e4eecb2aa06e4017d

Observation fadb616a-fef2-4ce4-8c01-5a80d7eaec64 · outbound

This paper cites & Lee, H.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment & Lee, H

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:42:38.829077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:42:34.660635Z digest=sha256:cb93961b0b2717d7331f238dedeb271d2765ba014e032a0b4ce18e825fc9a230

Observation 51444f66-88b3-4087-ba9d-b390bc73ca52 · outbound

This paper cites Microsoft COCO: Common Objects in Context.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment Microsoft COCO: Common Objects in Context

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-07T15:42:34.737945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:42:34.737945Z digest=sha256:1891d677872c03ec1f0d211a45b36fe9e36f93fbcff5b17015211e77a39bf067

Observation b5db7f3d-aa5c-4876-8368-bef6b6800d46 · outbound

This paper cites & Hockenmaier, J.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment & Hockenmaier, J

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:42:38.659149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:42:34.817202Z digest=sha256:afaf58eb1c6ca64b0f9d2619b60ca11412ade903496b7618bb90f88ab35f8884

Observation cdb7c845-1b7e-4f9c-ac9b-1778d65bf7e4 · outbound

This paper cites M., Khosla, A., Pantazis, D., Torralba, A.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment M., Khosla, A., Pantazis, D., Torralba, A

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:42:38.449469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:42:34.893381Z digest=sha256:ff7fd16fcc5671c7da33d8a701ae9d5d4480bd3bd083fcf9c7e023f2c3843137

Observation 6896df45-b00f-4d29-b344-f69c3f130448 · outbound

This paper cites URL https://www.biorxiv.org/content/early/2018/09/05/ 407007.https://www.biorxiv.org/content/early/2018/09/05/407007.full.pdf.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment URL https://www.biorxiv.org/content/early/2018/09/05/ 407007.https://www.biorxiv.org/content/early/2018/09/05/407007.full.pdf

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:42:38.261259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:42:34.961057Z digest=sha256:5aa369ccf4561c21e93e2a98e30d494ad3c8e774f30c5194587b5d6ac8a1fbc6

Observation 94e80c1b-dfd5-433e-af6a-1ab6c3fa6926 · outbound

This paper cites & Hebart, M.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment & Hebart, M

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:42:38.028595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:42:35.061292Z digest=sha256:9c9cb051e7856d6cf764b6daa9494618319838ca1607d749163ee1bd4ac09961

Observation fd654510-0bfd-4b4a-a1f1-8fc5f179146b · outbound

This paper cites & Wang, Q.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment & Wang, Q

Reference 60

Resolution
verified exact
raw_fallback, observed 2026-08-07T15:42:35.869620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:42:35.150209Z digest=sha256:7603eb00ae3d22143462b6b74bb13c62d3877854009097683eff21f7ba776be8

Observation ecf2d708-00ef-4280-8d63-f7bae70b7672 · outbound

This paper cites URLhttps://www.nature.com/articles/s41598-024-71693-9.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment URLhttps://www.nature.com/articles/s41598-024-71693-9

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:42:37.844969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:42:35.306366Z digest=sha256:73d5b7b9d8ef0809568caaf466834fefcb99d6076f53c98e0d310cc26cceb0c6

Observation 90047ecd-1058-493c-9bbc-934c946e8970 · outbound

This paper cites URL https: //www.nature.com/articles/s41540-024-00401-0.

Beginning with You: Perceptual-Initialization Improves Vision-Language Representation and Alignment URL https: //www.nature.com/articles/s41540-024-00401-0

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T15:42:37.599955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T15:42:35.420745Z digest=sha256:a00c7f10b76a056f4324f0e25d1df381c31b6a51530a636ba114dbbfe794ef63

Pith citing papers

No inbound Pith citation observations are available.