Paper Citation Record · LEDGER

Improved Feature Generating Framework for Transductive Zero-shot Learning

As of 17 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2412.18282.

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

pith.paper-citation-record.v1
2412.18282 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T04:54:31.646595Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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

45 of 45 outbound references displayed

verified exact0
verified fuzzy34
unresolved10
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e214b59c-b085-4c23-97e7-055cec2ad4d6 · outbound

This paper cites write newline.

Improved Feature Generating Framework for Transductive Zero-shot Learning write newline

Reference 1

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Source-reported events for the cited work

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Observation c76e6e65-24dc-4985-9396-061e8dd5d202 · outbound

This paper cites Free: Feature refinement for generalized zero-shot learning.

Improved Feature Generating Framework for Transductive Zero-shot Learning Free: Feature refinement for generalized zero-shot learning

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:54:32.108621Z

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Observation 6cb91953-c97e-4b4e-b616-651155cff7cb · outbound

This paper cites Hsva: Hierarchical semantic-visual adaptation for zero-shot learning.

Improved Feature Generating Framework for Transductive Zero-shot Learning Hsva: Hierarchical semantic-visual adaptation for zero-shot learning

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:54:32.100489Z

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 65797168-184f-40d9-b323-c38c4121362c · outbound

This paper cites Transzero++: Cross attribute-guided transformer for zero-shot learning.

Improved Feature Generating Framework for Transductive Zero-shot Learning Transzero++: Cross attribute-guided transformer for zero-shot learning

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:54:32.092289Z

Source-reported events for the cited work

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Observation 65c58c86-2b26-4e4a-8b7a-84896e7f85d6 · outbound

This paper cites Transzero: Attribute-guided transformer for zero-shot learning.

Improved Feature Generating Framework for Transductive Zero-shot Learning Transzero: Attribute-guided transformer for zero-shot learning

Reference 5

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ee7288fb-2a52-485e-872c-0d8ee98e81b5 · outbound

This paper cites Semantics disentangling for generalized zero-shot learning.

Improved Feature Generating Framework for Transductive Zero-shot Learning Semantics disentangling for generalized zero-shot learning

Reference 6

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Source-reported events for the cited work

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Observation 9781d07e-d91f-46e9-9b93-2b35ffb7199f · outbound

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

Improved Feature Generating Framework for Transductive Zero-shot Learning Imagenet: A large-scale hierarchical image database

Reference 7

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Source-reported events for the cited work

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Observation edc1d376-0b65-4ea1-9bd9-db3b963ee10f · outbound

This paper cites M., Xiang, T., and Gong, S.

Improved Feature Generating Framework for Transductive Zero-shot Learning M., Xiang, T., and Gong, S

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:54:32.059896Z

Source-reported events for the cited work

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Observation bb072b61-bb54-42c3-8726-9d444b0a0474 · outbound

This paper cites Generative adversarial nets.

Improved Feature Generating Framework for Transductive Zero-shot Learning Generative adversarial nets

Reference 9

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Source-reported events for the cited work

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Observation 3858ff3d-abaf-4bc8-8623-21fbc4d7e97e · outbound

This paper cites an unresolved cited work.

Improved Feature Generating Framework for Transductive Zero-shot Learning Unresolved cited work

Reference 10

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Source-reported events for the cited work

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Observation 1c1022d3-6f24-4edf-a83a-591ae8a6691d · outbound

This paper cites Contrastive embedding for generalized zero-shot learning.

Improved Feature Generating Framework for Transductive Zero-shot Learning Contrastive embedding for generalized zero-shot learning

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:54:32.041581Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 943f2820-d875-4da6-967a-ca9e55fa1183 · outbound

This paper cites Deep residual learning for image recognition.

Improved Feature Generating Framework for Transductive Zero-shot Learning Deep residual learning for image recognition

Reference 12

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Source-reported events for the cited work

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Observation 03fe7113-486c-486e-9b0f-1785d0524791 · outbound

This paper cites H., Nickisch, H., and Harmeling, S.

Improved Feature Generating Framework for Transductive Zero-shot Learning H., Nickisch, H., and Harmeling, S

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:54:32.028197Z

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ef6c6d1b-ddcd-4b6f-b72a-29ebb36b0a15 · outbound

This paper cites Leveraging the invariant side of generative zero-shot learning.

Improved Feature Generating Framework for Transductive Zero-shot Learning Leveraging the invariant side of generative zero-shot learning

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:54:32.018955Z

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2cda57d2-3265-4854-962c-060ccd2dc59e · outbound

This paper cites R., and Fu, Y.

Improved Feature Generating Framework for Transductive Zero-shot Learning R., and Fu, Y

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:54:32.009821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7b6d10e6-8344-479c-88a9-8e9cc6a41abd · outbound

This paper cites Detecting and correcting for label shift with black box predictors.

Improved Feature Generating Framework for Transductive Zero-shot Learning Detecting and correcting for label shift with black box predictors

Reference 16

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Source-reported events for the cited work

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Observation b195f5f2-d186-44a3-be12-e6a98478af54 · outbound

This paper cites Transductive zero-shot learning with generative model-driven structure alignment.

Improved Feature Generating Framework for Transductive Zero-shot Learning Transductive zero-shot learning with generative model-driven structure alignment

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:54:31.994616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6d1cb811-edb5-4b19-972e-923a174f33a9 · outbound

This paper cites Decoupled Weight Decay Regularization.

Improved Feature Generating Framework for Transductive Zero-shot Learning Decoupled Weight Decay Regularization

Reference 18

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Source-reported events for the cited work

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Observation 68ec698e-c664-4b37-a4a7-efa27f2e3a08 · outbound

This paper cites Transductive zero-shot learning by decoupled feature generation.

Improved Feature Generating Framework for Transductive Zero-shot Learning Transductive zero-shot learning by decoupled feature generation

Reference 19

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 43522b65-7be7-49bf-86be-6d2771632438 · outbound

This paper cites Transductive zero-shot learning with reliability-based pseudo-label integration.

Improved Feature Generating Framework for Transductive Zero-shot Learning Transductive zero-shot learning with reliability-based pseudo-label integration

Reference 20

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Observation ab5f37cf-02db-4e3d-961d-c3c993011fc1 · outbound

This paper cites F., Xian, Y., Gool, L.

Improved Feature Generating Framework for Transductive Zero-shot Learning F., Xian, Y., Gool, L

Reference 21

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Observation 12823812-81e9-4731-9155-a7add30d7726 · outbound

This paper cites S., Snoek, C.

Improved Feature Generating Framework for Transductive Zero-shot Learning S., Snoek, C

Reference 22

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1d140067-3d01-404d-810e-892b08e33b14 · outbound

This paper cites Pytorch: An imperative style, high-performance deep learning library.

Improved Feature Generating Framework for Transductive Zero-shot Learning Pytorch: An imperative style, high-performance deep learning library

Reference 23

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Observation 124bdbcd-4d2c-439a-8550-2cd2b10dfaaf · outbound

This paper cites and Hays, J.

Improved Feature Generating Framework for Transductive Zero-shot Learning and Hays, J

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:54:31.870904Z

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation cb3a39ca-b11b-46b2-9a5b-5de216c7ddfc · outbound

This paper cites W., Hallacy, C., Ramesh, A., Goh, G., Agarwal, S., Sastry, G., Askell, A., Mishkin, P., Clark, J., et al.

Improved Feature Generating Framework for Transductive Zero-shot Learning W., Hallacy, C., Ramesh, A., Goh, G., Agarwal, S., Sastry, G., Askell, A., Mishkin, P., Clark, J., et al

Reference 25

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Source-reported events for the cited work

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Observation 0d525256-cddb-4e50-8f4f-26f7082f1d60 · outbound

This paper cites Learning deep representations of fine-grained visual descriptions.

Improved Feature Generating Framework for Transductive Zero-shot Learning Learning deep representations of fine-grained visual descriptions

Reference 26

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c564846c-e8c8-4d5d-9b7b-355ba8562879 · outbound

This paper cites Generalized zero-and few-shot learning via aligned variational autoencoders.

Improved Feature Generating Framework for Transductive Zero-shot Learning Generalized zero-and few-shot learning via aligned variational autoencoders

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:54:31.847176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 72ebc53e-56fd-48ad-9a3f-d6888ef33c8e · outbound

This paper cites The caltech-ucsd birds-200-2011 dataset.

Improved Feature Generating Framework for Transductive Zero-shot Learning The caltech-ucsd birds-200-2011 dataset

Reference 28

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Source-reported events for the cited work

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Observation 95184d1d-94aa-484d-ac18-96e169469bdc · outbound

This paper cites Transductive zero-shot learning with visual structure constraint.

Improved Feature Generating Framework for Transductive Zero-shot Learning Transductive zero-shot learning with visual structure constraint

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:54:31.834651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation baace0e9-c0af-4616-9aee-b6241f0a1b93 · outbound

This paper cites Bi-directional distribution alignment for transductive zero-shot learning.

Improved Feature Generating Framework for Transductive Zero-shot Learning Bi-directional distribution alignment for transductive zero-shot learning

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:54:31.827056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2c39fdb6-c4eb-45b3-b31f-ac2a6edbd98e · outbound

This paper cites Improving zero-shot generalization for clip with synthesized prompts.

Improved Feature Generating Framework for Transductive Zero-shot Learning Improving zero-shot generalization for clip with synthesized prompts

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:54:31.818693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 480cfcde-fb3a-4562-8061-aeef477b4adc · outbound

This paper cites Self-supervised domain-aware generative network for generalized zero-shot learning.

Improved Feature Generating Framework for Transductive Zero-shot Learning Self-supervised domain-aware generative network for generalized zero-shot learning

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:54:31.810235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 83e8bc10-b90c-4181-8a65-c4576e5c7350 · outbound

This paper cites H., Schiele, B., and Akata, Z.

Improved Feature Generating Framework for Transductive Zero-shot Learning H., Schiele, B., and Akata, Z

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:54:31.801138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 71f86f59-5688-4d4e-9d41-84167bca9595 · outbound

This paper cites Feature generating networks for zero-shot learning.

Improved Feature Generating Framework for Transductive Zero-shot Learning Feature generating networks for zero-shot learning

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:54:31.793589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fa8383d3-33c9-47cd-b403-f03a48aaf7f3 · outbound

This paper cites f-vaegan-d2: A feature generating framework for any-shot learning.

Improved Feature Generating Framework for Transductive Zero-shot Learning f-vaegan-d2: A feature generating framework for any-shot learning

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:54:31.784921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 048d160c-aa4c-4d39-b40b-492910695f69 · outbound

This paper cites Attribute prototype network for zero-shot learning.

Improved Feature Generating Framework for Transductive Zero-shot Learning Attribute prototype network for zero-shot learning

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:54:31.774745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8feb3d17-c06c-4e85-8b7d-23e9e8760f52 · outbound

This paper cites Attribute prototype network for any-shot learning.

Improved Feature Generating Framework for Transductive Zero-shot Learning Attribute prototype network for any-shot learning

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:54:31.764439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3b85808c-d5a6-4bea-a45b-aa9d9d0b0564 · outbound

This paper cites Consistency-guided pseudo labeling for transductive zero-shot learning.

Improved Feature Generating Framework for Transductive Zero-shot Learning Consistency-guided pseudo labeling for transductive zero-shot learning

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:54:31.755236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 216cface-e3f2-4fbf-ba74-b519ce19437c · outbound

This paper cites and Guo, Y.

Improved Feature Generating Framework for Transductive Zero-shot Learning and Guo, Y

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:54:31.746199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7452ea14-6fe9-49cd-991c-b1452ef4ad81 · outbound

This paper cites Sr-gan: Semantic rectifying generative adversarial network for zero-shot learning.

Improved Feature Generating Framework for Transductive Zero-shot Learning Sr-gan: Semantic rectifying generative adversarial network for zero-shot learning

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:54:31.736313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 60f462e1-2c55-4eeb-97be-5323213eb4e5 · outbound

This paper cites Disentangling semantic-to-visual confusion for zero-shot learning.

Improved Feature Generating Framework for Transductive Zero-shot Learning Disentangling semantic-to-visual confusion for zero-shot learning

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:54:31.726482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ba0ef277-c217-45f1-b29d-dfff2a42c184 · outbound

This paper cites Rebalanced zero-shot learning.

Improved Feature Generating Framework for Transductive Zero-shot Learning Rebalanced zero-shot learning

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:54:31.717445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 07a1dc3d-b22a-4834-b50b-831f01ccb844 · outbound

This paper cites ZeroDiff: Solidified Visual-Semantic Correlation in Zero-Shot Learning.

Improved Feature Generating Framework for Transductive Zero-shot Learning ZeroDiff: Solidified Visual-Semantic Correlation in Zero-Shot Learning

Reference 43

Resolution: metadata mismatch; local_arxiv, observed 2026-08-11T04:54:31.677255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f14ed227-fd37-49ff-b2d0-a67cf1f8e04d · outbound

This paper cites Boosting generative zero-shot learning by synthesizing diverse features with attribute augmentation.

Improved Feature Generating Framework for Transductive Zero-shot Learning Boosting generative zero-shot learning by synthesizing diverse features with attribute augmentation

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:54:31.708217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 668877a0-b9ad-447a-a2e2-ab4107f9aa2b · outbound

This paper cites A generative adversarial approach for zero-shot learning from noisy texts.

Improved Feature Generating Framework for Transductive Zero-shot Learning A generative adversarial approach for zero-shot learning from noisy texts

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T04:54:31.698275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Pith citing papers

No inbound Pith citation observations are available.