Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T11:11:34.487580Z
Paper Citation Record · LEDGER
Boosting KNNClassifier Performance with Opposition-Based Data Transformation
As of 23 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 0 inbound Pith citation observations for arXiv:2504.16268.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
50 of 50 outbound references displayed
- verified exact6
- verified fuzzy12
- unresolved32
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 8ad82e2b-124d-49c5-aaff-f29628ca0edb · outbound
This paper cites an unresolved cited work.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Unresolved cited work
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T11:11:34.226961Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e185f5ed-42e6-4c58-910b-60d0a9304faa · outbound
This paper cites Efficient Estimation of Word Representations in Vector Space.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Efficient Estimation of Word Representations in Vector Space
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T11:11:34.232537Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4519243d-6bb3-4a2f-97b3-f3d6cd0a3f9d · outbound
This paper cites M., & Furht , B.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation M., & Furht , B
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:11:35.496378Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation e80243f9-d4aa-43ad-a673-0dd4f128ef56 · outbound
This paper cites an unresolved cited work.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Unresolved cited work
Reference 8
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T11:11:35.424967Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation a2813253-c7a9-4843-a054-39b1a94b094b · outbound
This paper cites R., & Salama, M.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation R., & Salama, M
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:11:35.408452Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation cbd52b57-aea3-4c24-a2e2-39e1314c4eda · outbound
This paper cites Z., Rahnamayan, S., & Deb, K.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Z., Rahnamayan, S., & Deb, K
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:11:35.391017Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 3655a7be-cad5-4273-916e-08425bd2f33d · outbound
This paper cites an unresolved cited work.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T11:11:35.374681Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 977f7f0f-6677-4447-809e-ae9a567d10e0 · outbound
This paper cites an unresolved cited work.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Unresolved cited work
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T11:11:34.279204Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 90ec85b6-0f38-4821-8ef4-d0e5eb90bd2d · outbound
This paper cites an unresolved cited work.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Unresolved cited work
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T11:11:34.284479Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 22021ec7-d382-428a-bd21-e823162d54b2 · outbound
This paper cites an unresolved cited work.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Unresolved cited work
Reference 14
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T11:11:35.335235Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 299b4d42-5678-4182-8259-5c716bb4aa6a · outbound
This paper cites O., Hart, P.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation O., Hart, P
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:11:35.319438Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation e0fd40b9-3d30-4ccc-9013-1f71d46f89ed · outbound
This paper cites an unresolved cited work.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Unresolved cited work
Reference 16
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T11:11:35.303299Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation fb763856-645b-4b42-8be2-bc09eb1e4513 · outbound
This paper cites an unresolved cited work.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Unresolved cited work
Reference 17
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T11:11:35.287240Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 9822d1fc-8a50-486e-ab64-dd0f5855064e · outbound
This paper cites an unresolved cited work.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Unresolved cited work
Reference 18
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T11:11:35.270616Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 5a11e31b-c29d-4585-aaeb-2cb3f6c64093 · outbound
This paper cites W., Lemeshow, S., & Sturdivant, R.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation W., Lemeshow, S., & Sturdivant, R
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:11:35.254196Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 2de00e3d-bd73-4206-9cd8-2fb2291b313a · outbound
This paper cites an unresolved cited work.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T11:11:35.238507Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 40d8ffc0-3ac2-4c0b-bf78-0cd131849791 · outbound
This paper cites an unresolved cited work.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Unresolved cited work
Reference 21
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T11:11:35.222858Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 579e0542-8b3e-4179-880c-63acd17d404c · outbound
This paper cites an unresolved cited work.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Unresolved cited work
Reference 22
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T11:11:35.204251Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 25230af9-69a6-4fb7-bdc9-9beaa9625301 · outbound
This paper cites an unresolved cited work.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Unresolved cited work
Reference 23
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T11:11:35.186422Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation e7987e0a-6d64-4e02-ae9b-ea15aa92506d · outbound
This paper cites an unresolved cited work.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Unresolved cited work
Reference 24
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T11:11:35.170856Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 0b52022f-1694-4982-9f60-1384fe382d63 · outbound
This paper cites D., Zoph, B., Vasudevan, V., & Le, Q.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation D., Zoph, B., Vasudevan, V., & Le, Q
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:11:35.154458Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation aec0a622-02cd-475c-930a-d2702ac830be · outbound
This paper cites SofGAN: A Portrait Image Generator with Dynamic Styling.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation SofGAN: A Portrait Image Generator with Dynamic Styling
Reference 26
- Resolution
- verified exact
- local_arxiv, observed 2026-08-16T11:11:34.839033Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation f865282e-c7f7-4ef1-ac27-0d896bb7643f · outbound
This paper cites T., & Li, B.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation T., & Li, B
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:11:35.479702Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation e3a3a785-bd45-45c9-b53d-aeb07171ca80 · outbound
This paper cites Rationally Inattentive Echo Chambers.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Rationally Inattentive Echo Chambers
Reference 28
- Resolution
- verified exact
- local_arxiv, observed 2026-08-16T11:11:34.815388Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation f78b2695-895d-47a9-8e28-5bc537d99aae · outbound
This paper cites an unresolved cited work.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Unresolved cited work
Reference 29
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T11:11:35.138401Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation f8453844-44df-42cf-aff0-8a1830f43da9 · outbound
This paper cites Dress like a Star: Retrieving Fashion Products from Videos.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Dress like a Star: Retrieving Fashion Products from Videos
Reference 30
- Resolution
- verified exact
- local_arxiv, observed 2026-08-16T11:11:34.791293Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation cdb91133-d4d8-4f03-ae8b-76b36d9d053f · outbound
This paper cites an unresolved cited work.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Unresolved cited work
Reference 31
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T11:11:35.122225Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 6b3d8ebc-f1b5-4054-9c73-fba929be8688 · outbound
This paper cites V., Bowyer, K.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation V., Bowyer, K
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:11:35.461852Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 1d01bc9b-5a91-4dfc-905d-2355d3eb106e · outbound
This paper cites an unresolved cited work.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Unresolved cited work
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T11:11:34.385332Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0a831c76-32fb-4247-b5d6-3f074a3a2c9b · outbound
This paper cites A., & Li, S.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation A., & Li, S
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:11:35.441661Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 1e8b0bd0-52c5-4eb0-b306-1e0c79c4d975 · outbound
This paper cites Y., & Mao, B.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Y., & Mao, B
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:11:35.094608Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation b69817f4-ce03-4477-b37d-854356d43e8e · outbound
This paper cites an unresolved cited work.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Unresolved cited work
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T11:11:34.399673Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 65aa3bad-afe9-4e4a-8a37-1f37c6453950 · outbound
This paper cites an unresolved cited work.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Unresolved cited work
Reference 37
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T11:11:35.067875Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 5b4d90c2-abdb-4288-be2d-1b8973ebe23d · outbound
This paper cites mixup: Beyond Empirical Risk Minimization.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation mixup: Beyond Empirical Risk Minimization
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T11:11:34.409065Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f9814a81-cfb0-4712-a9bb-891286309777 · outbound
This paper cites an unresolved cited work.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Unresolved cited work
Reference 39
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T11:11:35.051398Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 450c0b96-ecb1-4c5e-9949-f6155dbced42 · outbound
This paper cites & Bengio, Y.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation & Bengio, Y
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T11:11:34.419332Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1e450cea-91c8-4acc-8a9a-6979cfd69d63 · outbound
This paper cites Auto-Encoding Variational Bayes.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Auto-Encoding Variational Bayes
Reference 41
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T11:11:34.423830Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a4a6a6eb-8844-4b55-9249-6cc1080c8c2c · outbound
This paper cites an unresolved cited work.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Unresolved cited work
Reference 42
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T11:11:35.022877Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation a7b641c5-fd85-49ac-9909-82a0ce15a4eb · outbound
This paper cites The elastic and directed percolation backbone.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation The elastic and directed percolation backbone
Reference 43
- Resolution
- verified exact
- local_arxiv, observed 2026-08-16T11:11:34.733923Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 62f28334-7777-4a0a-9f7e-acbd9ddb4ee9 · outbound
This paper cites an unresolved cited work.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Unresolved cited work
Reference 44
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T11:11:35.005659Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 51c3f12f-702e-44ab-ac7c-c854209556b6 · outbound
This paper cites TGAN is another op tion.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation TGAN is another op tion
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:11:34.989083Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 3f39c1c1-0109-4c80-8df8-e53bec8bc76c · outbound
This paper cites an unresolved cited work.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Unresolved cited work
Reference 46
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T11:11:34.972737Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 852ac871-b782-4f3c-af74-d17f281caed9 · outbound
This paper cites an unresolved cited work.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Unresolved cited work
Reference 47
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T11:11:34.955043Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation f92f69c3-16e0-4be0-9906-60dd289596cb · outbound
This paper cites Applying the Transformer to Character-level Transduction.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Applying the Transformer to Character-level Transduction
Reference 48
- Resolution
- verified exact
- local_arxiv, observed 2026-08-16T11:11:34.711089Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation b07327aa-5485-4275-bd9e-028cd77dbe6d · outbound
This paper cites an unresolved cited work.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Unresolved cited work
Reference 49
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T11:11:34.936175Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 874af282-c0ec-420e-9d74-99503b2c1003 · outbound
This paper cites Differential evolution - based neural network training incorporating a centroid-based strategy and dynamic opposition-based learning.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Differential evolution - based neural network training incorporating a centroid-based strategy and dynamic opposition-based learning
Reference 50
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-16T11:11:34.919990Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 2e045ea8-7b8e-40a3-abf4-012f5a20a888 · outbound
This paper cites an unresolved cited work.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Unresolved cited work
Reference 51
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T11:11:34.903652Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation c4520613-6545-4fc1-92c0-00c26f466f0a · outbound
This paper cites Hyper -parameter tuning for support vector machine using an improved cat swarm optimization algorithm,.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Hyper -parameter tuning for support vector machine using an improved cat swarm optimization algorithm,
Reference 52
- Resolution
- verified exact
- raw_fallback, observed 2026-08-16T11:11:34.686827Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation c27cbaf2-6ee6-426f-a27f-616dad796728 · outbound
This paper cites an unresolved cited work.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Unresolved cited work
Reference 53
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T11:11:34.888160Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 4e351799-97f8-46fa-b3c5-608aea35042e · outbound
This paper cites an unresolved cited work.
Boosting KNNClassifier Performance with Opposition-Based Data Transformation Unresolved cited work
Reference 54
- Resolution
- unresolved
- raw_fallback, observed 2026-08-16T11:11:34.872290Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Pith citing papers
No inbound Pith citation observations are available.