Pith. sign in

Paper Citation Record · LEDGER

Multimodal Approaches to Fair Image Classification: An Ethical Perspective

As of 19 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 1 inbound Pith citation observation for arXiv:2412.12165.

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

pith.paper-citation-record.v1
2412.12165 v1

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T17:41:05.318494Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T22:32:38.155827Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-15T22:32:38.476082Z

Reference resolution

29 of 29 outbound references displayed

  • verified exact1
  • verified fuzzy1
  • unresolved27
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9643c883-de1a-4654-a77c-a60de0655070 · outbound

This paper cites URL: " 'urlintro :=.

Multimodal Approaches to Fair Image Classification: An Ethical Perspective URL: " 'urlintro :=

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-11T17:41:05.230649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T17:41:05.230649Z digest=sha256:793d7d0da28060ae90acd3a8edf9506dde2bc8c4cb0bb7b384eadbd6b3b50aa6

Observation f8a58cb5-4c28-42a8-b149-b5a34bd304bd · outbound

This paper cites write newline.

Multimodal Approaches to Fair Image Classification: An Ethical Perspective write newline

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-11T17:41:05.234833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T17:41:05.234833Z digest=sha256:ce84605bf94b81bb7215433611f3ffb4edfb31cfe491dcd59b4df79f85f49f7b

Observation 8c2e760c-2260-4d29-b0b3-5edd233eae5f · outbound

This paper cites an unresolved cited work.

Multimodal Approaches to Fair Image Classification: An Ethical Perspective Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-11T17:41:05.238984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T17:41:05.238984Z digest=sha256:ab00e5e0d47ab8550b3e8ec77696608292ffa02c32d833c25d34a3fde29c1155

Observation 6a31c0dc-7e97-491c-893b-390bb7107479 · outbound

This paper cites an unresolved cited work.

Multimodal Approaches to Fair Image Classification: An Ethical Perspective Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-11T17:41:05.241685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T17:41:05.241685Z digest=sha256:56e302de2416806af3a3478e875b84bfea583e53660c3867afd4969e99f85660

Observation ef1f0c52-7b2c-4416-9cb2-ffb5439b9e06 · outbound

This paper cites Cimpoi, S.

Multimodal Approaches to Fair Image Classification: An Ethical Perspective Cimpoi, S

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T17:41:05.523158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-11T17:41:05.245382Z digest=sha256:d33b97a9cf6164cf54a5af31dfcf7a2f6fa0d857f4ceb24e815ec2b09ac621f7

Observation a768595c-c0c1-4631-b2e5-ab9bd2ae78e7 · outbound

This paper cites an unresolved cited work.

Multimodal Approaches to Fair Image Classification: An Ethical Perspective Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-11T17:41:05.515730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-11T17:41:05.248743Z digest=sha256:82e6b929c90421b6fedba32a2647ca049194c61ee31a2741c36536cd6faa60ef

Observation 5b84b91f-2c5f-445d-848c-4d2e6d81e256 · outbound

This paper cites an unresolved cited work.

Multimodal Approaches to Fair Image Classification: An Ethical Perspective Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-11T17:41:05.251200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T17:41:05.251200Z digest=sha256:7046eac924eca775b77a9aeea017eba0185df7485b8a0a87186f446be00e6cc3

Observation f05cea8d-0e2e-412f-b87c-6fe8269ed14a · outbound

This paper cites an unresolved cited work.

Multimodal Approaches to Fair Image Classification: An Ethical Perspective Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-11T17:41:05.502761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-11T17:41:05.254028Z digest=sha256:902962e3a5bc24159dfc46d92978786625f30c27d0c21ee08d530e8225396a10

Observation 8c26d2c5-7e97-4705-a0b4-063ae644144d · outbound

This paper cites an unresolved cited work.

Multimodal Approaches to Fair Image Classification: An Ethical Perspective Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-11T17:41:05.491827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-11T17:41:05.258233Z digest=sha256:9dd604e1d148234f913f3994cb581b86b4d51ffa5efce3ff90e9b7f29f0ebce5

Observation 2e62e96a-120a-47fb-af3a-b14f878d7ea8 · outbound

This paper cites an unresolved cited work.

Multimodal Approaches to Fair Image Classification: An Ethical Perspective Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-11T17:41:05.261126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T17:41:05.261126Z digest=sha256:2de49aed662e3f336383c6525a01f76022b3a30196c9d2c47e54243ae7af3430

Observation d82e303c-ef72-4eb7-86b4-bd3f41ad887c · outbound

This paper cites an unresolved cited work.

Multimodal Approaches to Fair Image Classification: An Ethical Perspective Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-11T17:41:05.477317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-11T17:41:05.264248Z digest=sha256:4cd6eeb18abf65ccc6c8fb4c0e265fbd8690ea010062fd086c38ab4e1e90b64c

Observation 84096b5c-62f8-4f11-be2c-3d9288078807 · outbound

This paper cites Class Imbalance Problem in Data Mining Review.

Multimodal Approaches to Fair Image Classification: An Ethical Perspective Class Imbalance Problem in Data Mining Review

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-08-11T17:41:05.368292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-11T17:41:05.267170Z digest=sha256:9f7b39b808ad9953fba6cf8aca06005e6cc567841ae4024c2a1b31c82768b627

Observation f4692cb2-eed5-4601-a716-913314fd4c40 · outbound

This paper cites Fine-Grained Visual Classification of Aircraft.

Multimodal Approaches to Fair Image Classification: An Ethical Perspective Fine-Grained Visual Classification of Aircraft

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-11T17:41:05.270396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T17:41:05.270396Z digest=sha256:37bfc8b3545e73f78ecfe636f9e0e339856e86475305c4e7b16fe0a8fa5979be

Observation 541d7b09-bbf9-455a-aeef-0e17ef503882 · outbound

This paper cites an unresolved cited work.

Multimodal Approaches to Fair Image Classification: An Ethical Perspective Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-11T17:41:05.469014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-11T17:41:05.273874Z digest=sha256:372ce3a37bfd08fcd44f1fffc31946ac9a057c59f18b06cde1ee1ee0da3c1b88

Observation 6a17b6ee-e15f-4e7f-9384-b1ea80a54a57 · outbound

This paper cites an unresolved cited work.

Multimodal Approaches to Fair Image Classification: An Ethical Perspective Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-11T17:41:05.460768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-11T17:41:05.277427Z digest=sha256:029e443b9b637634f49ba581e1e66268777f0762e91d789a1ab6cb35d6e34cd5

Observation 69b76452-41d9-4503-ba7e-6755f4acff4f · outbound

This paper cites an unresolved cited work.

Multimodal Approaches to Fair Image Classification: An Ethical Perspective Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-11T17:41:05.451004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-11T17:41:05.280585Z digest=sha256:1ab0a6578fa513f85262c263756ab8be8519f3a96846e66e3daad9641c1bdd39

Observation 11874d9e-c13c-4e83-852b-41dc5a33d82f · outbound

This paper cites Data Synthesis based on Generative Adversarial Networks.

Multimodal Approaches to Fair Image Classification: An Ethical Perspective Data Synthesis based on Generative Adversarial Networks

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-11T17:41:05.283087Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T17:41:05.283087Z digest=sha256:55226593803da5be7b2cf952bdeb654e5a44bcca71b1fbc04ba153f3c70b4614

Observation 31fb193b-68bf-4c24-b484-b15d8e58cb59 · outbound

This paper cites SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis.

Multimodal Approaches to Fair Image Classification: An Ethical Perspective SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-11T17:41:05.286359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T17:41:05.286359Z digest=sha256:8ae8ad880b63a0ad4f79037044b1944d5db014dc592614263834ae4f2ba08976

Observation 863255a7-b5ea-4402-b110-4a8776ef0062 · outbound

This paper cites an unresolved cited work.

Multimodal Approaches to Fair Image Classification: An Ethical Perspective Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-11T17:41:05.440904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-11T17:41:05.289296Z digest=sha256:8b928703b75b8d0275e469f1623c5e1ce169284d2fd41bc684d05e8e49f53b92

Observation 3e1992e0-bfe6-42e6-bd9f-b53f05633333 · outbound

This paper cites an unresolved cited work.

Multimodal Approaches to Fair Image Classification: An Ethical Perspective Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-11T17:41:05.291489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T17:41:05.291489Z digest=sha256:4e7c8c564178fc35f62a2a839c7e19991c483f223542a828ca6dce49f87a37b4

Observation 2fa15a99-22dc-4315-b182-0b10ac606ee0 · outbound

This paper cites an unresolved cited work.

Multimodal Approaches to Fair Image Classification: An Ethical Perspective Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-11T17:41:05.294276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T17:41:05.294276Z digest=sha256:4a6e4109ce203debf1e08b0a4605df0bc2af37ef72143e67d84460fac554b9f5

Observation 9f0305de-da8f-429f-9851-b5e57d28da54 · outbound

This paper cites an unresolved cited work.

Multimodal Approaches to Fair Image Classification: An Ethical Perspective Unresolved cited work

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-11T17:41:05.297316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T17:41:05.297316Z digest=sha256:f17296f0e34cfc0efa9b05fd3b070adb52dac2e36a49a668da2aee3c6f1cf069

Observation cdadadeb-b47b-4592-b65c-ed8e2245c734 · outbound

This paper cites SuS-X: Training-Free Name-Only Transfer of Vision-Language Models.

Multimodal Approaches to Fair Image Classification: An Ethical Perspective SuS-X: Training-Free Name-Only Transfer of Vision-Language Models

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-11T17:41:05.300510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T17:41:05.300510Z digest=sha256:ae4df9299063c267e62a987428b3ead2775d3af3d36f65880773f2b6650013d0

Observation 2b37ee0d-f0a0-40ce-8259-1c0e615600d8 · outbound

This paper cites an unresolved cited work.

Multimodal Approaches to Fair Image Classification: An Ethical Perspective Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-11T17:41:05.421363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-11T17:41:05.303886Z digest=sha256:10c316e2f646ef8348c47f51371361d191a475bbef68c294272a91fc2b34c4ad

Observation 4e51f2bf-5428-42a8-98d8-b891a653fdaf · outbound

This paper cites an unresolved cited work.

Multimodal Approaches to Fair Image Classification: An Ethical Perspective Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-11T17:41:05.411463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-11T17:41:05.307307Z digest=sha256:1f4477c9d1501a94ca698d8d62f7cb99ef37659592cb18bf201aaf8c0fe3e381

Observation 181aa625-2084-4e99-ab3f-3a2a88bc84fc · outbound

This paper cites an unresolved cited work.

Multimodal Approaches to Fair Image Classification: An Ethical Perspective Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-11T17:41:05.403986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-11T17:41:05.310379Z digest=sha256:124b2d3861201419f9eb32c06610f80224c4de65f66e3b4d4570077dfbeb12d3

Observation 88d41c46-3836-4cd5-bccc-acec949fce34 · outbound

This paper cites an unresolved cited work.

Multimodal Approaches to Fair Image Classification: An Ethical Perspective Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-11T17:41:05.394607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-11T17:41:05.312883Z digest=sha256:3fdbd3db6ccb33b0f83a3685524a6cf70cccac2b7d742a97bb3da8beac9b718d

Observation 4ba4b759-384e-4d9c-ac9b-176ab892b9c7 · outbound

This paper cites an unresolved cited work.

Multimodal Approaches to Fair Image Classification: An Ethical Perspective Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-11T17:41:05.382184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-08-11T17:41:05.315594Z digest=sha256:21c3c45b8157f643308f0d3f6888684428d13ea34b6a246441a13a362a21c75f

Observation 3642834e-e0ec-4085-ba69-f61a3d571113 · outbound

This paper cites write newline.

Multimodal Approaches to Fair Image Classification: An Ethical Perspective write newline

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-11T17:41:05.318494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-11T17:41:05.318494Z digest=sha256:7ca929b6d173b82c1218806e037e94f97230a5d66bea3e30c0bb2b99bf6313fc

Pith citing papers

Observation a0644a7a-41fc-4397-a2ee-5c29767acc65 · inbound

Challenges and proposed solutions in modeling multimodal medical data: A systematic review cites this paper.

Challenges and proposed solutions in modeling multimodal medical data: A systematic review Multimodal Approaches to Fair Image Classification: An Ethical Perspective

Reference 109

Resolution
metadata mismatch
local_arxiv, observed 2026-08-15T22:32:38.480328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-15T22:32:38.155827Z digest=sha256:051fe875f093f6e03d948c475af9d36450ed0e3b4f5e3f692e56cf86f3a679fe