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Paper Citation Record · LEDGER

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention

As of 22 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2507.14315.

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

pith.paper-citation-record.v1
2507.14315 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T16:14:14.147697Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

43 of 43 outbound references displayed

  • verified exact1
  • verified fuzzy38
  • unresolved4
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 375e8521-6094-4d7d-8edb-7b371bf61733 · outbound

This paper cites Iterative patch selection for high-resolution image recognition.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention Iterative patch selection for high-resolution image recognition

Reference 1

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 702db2d7-e1c3-4337-a617-fa6706c55230 · outbound

This paper cites Token cropr: Faster vits for quite a few tasks.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention Token cropr: Faster vits for quite a few tasks

Reference 2

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 6d98f41f-87f7-4d3e-8b1f-105e1e0ffbff · outbound

This paper cites Token merging: Your ViT but faster.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention Token merging: Your ViT but faster

Reference 3

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation ab1bab6c-ed17-4999-b182-a8deee0199db · outbound

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

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention Emerg- ing properties in self-supervised vision transformers

Reference 4

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation bb8e0b68-9e2b-46a3-b6da-284a3463b892 · outbound

This paper cites Parametric information max- imization for generalized category discovery.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention Parametric information max- imization for generalized category discovery

Reference 5

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 555318c7-929e-4d65-8762-22d9cc1355d2 · outbound

This paper cites Contrastive mean- shift learning for generalized category discovery.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention Contrastive mean- shift learning for generalized category discovery

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:14:20.229145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 134522ec-1b5c-4ea9-bf89-729d1c6e7ae8 · outbound

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

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention Imagenet: A large-scale hierarchical image database

Reference 7

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation e0b9aa81-d6cb-49f3-9c14-32db82cb3aaa · outbound

This paper cites An image is worth 16x16 words: Transformers for image recognition at scale.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention An image is worth 16x16 words: Transformers for image recognition at scale

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:14:19.930108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 751211ae-e71a-4765-9e7d-f7e69c10f46c · outbound

This paper cites A unified objective for novel class discovery.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention A unified objective for novel class discovery

Reference 9

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T16:14:12.375660Z digest=sha256:c8c2190943ae2894b4d67cfd88a7aa17e360c460107998a2a4d13ea58d4b3d74

Observation afa21360-61bf-43d0-9be9-210ba95c91a8 · outbound

This paper cites Semi-supervised learning made simple with self-supervised clustering.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention Semi-supervised learning made simple with self-supervised clustering

Reference 10

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 56632f8b-e4ae-47a8-89dd-3a08a8721edd · outbound

This paper cites LLaV A-UHD: an lmm perceiving any aspect ratio and high- resolution images.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention LLaV A-UHD: an lmm perceiving any aspect ratio and high- resolution images

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:14:19.643940Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 646d5263-7f4f-476e-8ae1-828636ec83b5 · outbound

This paper cites Learning to discover novel visual categories via deep transfer cluster- ing.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention Learning to discover novel visual categories via deep transfer cluster- ing

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:14:19.562320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation a72cbe8c-3b9b-43b7-bf9b-7f93fc82b885 · outbound

This paper cites Autonovel: Automati- cally discovering and learning novel visual categories.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention Autonovel: Automati- cally discovering and learning novel visual categories

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:14:19.490245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 01de73db-3110-4ce6-8dce-0ae6d6bbfba9 · outbound

This paper cites Spvit: Enabling faster vision transformers via latency-aware soft token pruning.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention Spvit: Enabling faster vision transformers via latency-aware soft token pruning

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:14:19.341403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 3a68f5e9-0afa-4eb6-a46c-24275cd9fada · outbound

This paper cites 3d object representations for fine-grained categorization.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention 3d object representations for fine-grained categorization

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:14:19.176634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 00c800a0-3ea8-4a40-bec5-a7ec1c3bc758 · outbound

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

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention Learning multiple layers of features from tiny images

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:14:18.998707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T16:14:12.916655Z digest=sha256:d179acfa9a96e1773f5978f1ebd41e8a669bb1cc975bb45bb222b714df66320d

Observation 10c423fd-a4c1-4d16-b09b-0d4884291fb3 · outbound

This paper cites The hungarian method for the assignment problem.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention The hungarian method for the assignment problem

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:14:18.790220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation bc36fa4b-0275-4f83-b69d-907fd0f19a51 · outbound

This paper cites Comatch: Semi-supervised learning with contrastive graph regulariza- tion.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention Comatch: Semi-supervised learning with contrastive graph regulariza- tion

Reference 18

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 89ef6b3d-ed48-48b5-8d40-f56df27f0c68 · outbound

This paper cites Mon- key: Image resolution and text label are important things for large multi-modal models.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention Mon- key: Image resolution and text label are important things for large multi-modal models

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:14:18.398135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 8fc6931f-824a-4d26-8a14-a21204de21a0 · outbound

This paper cites Not all patches are what you need: Expediting vision transformers via token reorganiza- tions.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention Not all patches are what you need: Expediting vision transformers via token reorganiza- tions

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:14:18.220699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 9fb97a6f-e9bb-4ff8-a4f6-5829b29a48a7 · outbound

This paper cites Revisiting token pruning for object detection and instance segmentation.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention Revisiting token pruning for object detection and instance segmentation

Reference 21

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 012d5811-24bf-4e3c-a453-df3c5b6191f4 · outbound

This paper cites Fine-Grained Visual Classification of Aircraft.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention Fine-Grained Visual Classification of Aircraft

Reference 22

Resolution
unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 65c71b75-fef2-49a2-a9ae-f333f78248b4 · outbound

This paper cites Mos: Modeling object-scene associations in generalized category discovery.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention Mos: Modeling object-scene associations in generalized category discovery

Reference 23

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation e376883f-11f4-49f8-8d57-f12d5aa032e1 · outbound

This paper cites Dynamic conceptional contrastive learning for generalized category discovery.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention Dynamic conceptional contrastive learning for generalized category discovery

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:14:17.693986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 3b6df46a-1c91-47f2-9f63-26cef5e3023b · outbound

This paper cites Dynamic conceptional contrastive learning for generalized category discovery.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention Dynamic conceptional contrastive learning for generalized category discovery

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:14:17.466787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation aa9739e2-20d1-4063-a123-7bd122a4a14a · outbound

This paper cites Learn to categorize or categorize to learn? self-coding for general- ized category discovery.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention Learn to categorize or categorize to learn? self-coding for general- ized category discovery

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:14:17.291511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 53d4b44a-69af-4fe2-94c2-a767019e1c62 · outbound

This paper cites Selex: Self-expertise in fine-grained generalized category discovery.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention Selex: Self-expertise in fine-grained generalized category discovery

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:14:17.130044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 098e26d3-312b-45a4-9db4-7bac6ef2a5e6 · outbound

This paper cites Open-Set Recognition: a Good Closed-Set Classifier is All You Need?.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention Open-Set Recognition: a Good Closed-Set Classifier is All You Need?

Reference 28

Resolution
verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

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Observation 763ae941-a0ff-47d2-8407-08fc2b218a64 · outbound

This paper cites The Herbarium Challenge 2019 Dataset.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention The Herbarium Challenge 2019 Dataset

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-06T16:14:13.516536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 42686600-804d-4781-9551-21d91a8aeb13 · outbound

This paper cites Patch slimming for ef- ficient vision transformers.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention Patch slimming for ef- ficient vision transformers

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:14:16.971961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T16:14:13.589367Z digest=sha256:bffb43560815cbcb618c65efacdb65667762841a12415cfe238aa7b52ff08415

Observation 74c4a8f5-267a-48a0-97a7-ddc17fe11838 · outbound

This paper cites Generalized category discovery.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention Generalized category discovery

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:14:16.801847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T16:14:13.651047Z digest=sha256:af989f2b8834ff7f2f66a0dac8bfce0415a097c32ebdac74c2a80b638be8473a

Observation d5401a45-5e61-4e87-a17e-fd2cbd54806b · outbound

This paper cites Get: Unlocking the multi-modal potential of clip for generalized category dis- covery.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention Get: Unlocking the multi-modal potential of clip for generalized category dis- covery

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:14:16.602102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T16:14:13.685344Z digest=sha256:99d9feb940f26e0c07b8942a12161f760db928f863dc2cfcbf5c0aab2d4f5d70

Observation 1039cbe7-77c4-4cf3-baae-e19c51788785 · outbound

This paper cites Sptnet: An effi- cient alternative framework for generalized category discov- ery with spatial prompt tuning.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention Sptnet: An effi- cient alternative framework for generalized category discov- ery with spatial prompt tuning

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:14:16.346426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T16:14:13.728499Z digest=sha256:ef5a8c3d27ffab3d0f1dd01ad299e55020a307d3554ea94fcf2238ac1307f67b

Observation 13d287d5-ca7e-4563-a6a2-74b9e3b4c090 · outbound

This paper cites Caltech-ucsd birds 200.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention Caltech-ucsd birds 200

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:14:16.094203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T16:14:13.756282Z digest=sha256:f5fed646fd33f9c8ed8b1b40f7c6b82291a7a61c613d46872452936ec20b128f

Observation a1d94c85-84b3-4c7c-8313-b89137751edb · outbound

This paper cites Parametric classification for generalized category discovery: A baseline study.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention Parametric classification for generalized category discovery: A baseline study

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:14:15.826201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T16:14:13.802134Z digest=sha256:b909aef07ff3eb27ce488e49ba643e9be6a418c53700e3ea7ae94b41b1153182

Observation d15d5e24-7f16-4016-9ffe-08646cf282d2 · outbound

This paper cites LLaMA-Adapter: Efficient Fine-tuning of Language Models with Zero-init Attention.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention LLaMA-Adapter: Efficient Fine-tuning of Language Models with Zero-init Attention

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-06T16:14:13.842303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:14:13.842303Z digest=sha256:6b412aae0d56201421f5950ca9ac5f8964e49fc9dcb9a36f7cac2e52ff21f72d

Observation b3852756-dd1d-467c-a12f-0b28423c891e · outbound

This paper cites Prompt- cal: Contrastive affinity learning via auxiliary prompts for generalized novel category discovery.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention Prompt- cal: Contrastive affinity learning via auxiliary prompts for generalized novel category discovery

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:14:15.602763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T16:14:13.889533Z digest=sha256:1aa848d6ae0ad46234db180d74ef01c78d446ef5c9e5a5e53fa07897a2f83a8d

Observation ccc4cecc-5a4a-4de9-8ae8-bb76571ba187 · outbound

This paper cites Less attention is more: Prompt trans- former for generalized category discovery.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention Less attention is more: Prompt trans- former for generalized category discovery

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:14:15.417320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T16:14:13.928568Z digest=sha256:05a2c256e6d384ecb9fc55f04d2c08ff661bf7fb7f99bc432d6c8472b0723d82

Observation 9e2ba4bc-41cf-40e6-a65b-b8a752f6e4ff · outbound

This paper cites Learning semi- supervised gaussian mixture models for generalized category discovery.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention Learning semi- supervised gaussian mixture models for generalized category discovery

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:14:15.210287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T16:14:13.964915Z digest=sha256:d18374641ff4c9dcda038baa8100d915ba29fe0715422b0d65acde0eafc76588

Observation 1c2f4913-147f-4712-b5de-a3062f733341 · outbound

This paper cites Learning semi- supervised gaussian mixture models for generalized cate- gory discovery.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention Learning semi- supervised gaussian mixture models for generalized cate- gory discovery

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:14:14.997620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T16:14:14.030026Z digest=sha256:37366a0319f8f7719f9a5b7526a767ce9d5d009e30db4e89a196d41f501695f5

Observation 0ef90cf6-313e-43ed-8772-2f768fc888d1 · outbound

This paper cites an unresolved cited work.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-06T16:14:14.859212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T16:14:14.065433Z digest=sha256:45b9e7b152532d4e8eb0e8384bfdac2bc314c85b1c35a69de627b2c1cb832b5e

Observation 9225cd9f-c4c2-4195-9176-5902c21c3eab · outbound

This paper cites As shown in Figure 10, it is evident that τ can yield significant performance improvements within a specific range.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention As shown in Figure 10, it is evident that τ can yield significant performance improvements within a specific range

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:14:14.670092Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T16:14:14.105865Z digest=sha256:2e1b7a21fd78f99622a6aad6a5d345960e7a05325dead0a4892978eb7e4be599

Observation ef57bda8-f407-4513-aca5-b8be0bb83546 · outbound

This paper cites As shown in Figure 10, it can be ob- served that the performance of AF declines whenλ ≤ 0.03.

A Hidden Stumbling Block in Generalized Category Discovery: Distracted Attention As shown in Figure 10, it can be ob- served that the performance of AF declines whenλ ≤ 0.03

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:14:14.485895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-06T16:14:14.147697Z digest=sha256:2d01ed7e7a07ce3e7601b9fe053495df92f710bd9e9047ad32829767bb54f539

Pith citing papers

No inbound Pith citation observations are available.