Paper Citation Record · LEDGER

Gradient-Optimized Fuzzy Classifier: A Benchmark Study Against State-of-the-Art Models

As of 19 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 0 inbound Pith citation observations for arXiv:2504.16263.

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

pith.paper-citation-record.v1
2504.16263 v1

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:11:20.644466Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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

17 of 17 outbound references displayed

verified exact0
verified fuzzy8
unresolved7
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b57e1db3-bcd8-4898-99a8-6902f3fc19e4 · outbound

This paper cites URL: https://nvlpubs.nist.gov/nistpubs/ai/nist.ai (2023).

Gradient-Optimized Fuzzy Classifier: A Benchmark Study Against State-of-the-Art Models URL: https://nvlpubs.nist.gov/nistpubs/ai/nist.ai (2023)

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:11:20.886615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3cffce5d-b5e1-4563-b0c3-3c162ee1f44c · outbound

This paper cites Brittle AI, Causal Confusion, and Bad Mental Models: Challenges and Successes in the XAI Program.

Gradient-Optimized Fuzzy Classifier: A Benchmark Study Against State-of-the-Art Models Brittle AI, Causal Confusion, and Bad Mental Models: Challenges and Successes in the XAI Program

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-16T11:11:20.578062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 717461b9-f5b2-4d0a-ad7d-efe39a040e3e · outbound

This paper cites Estimating the Brittleness of AI: Safety Integrity Levels and the Need for Testing Out-Of-Distribution Performance.

Gradient-Optimized Fuzzy Classifier: A Benchmark Study Against State-of-the-Art Models Estimating the Brittleness of AI: Safety Integrity Levels and the Need for Testing Out-Of-Distribution Performance

Reference 3

Resolution: metadata mismatch; local_arxiv, observed 2026-08-16T11:11:20.745056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation aeb514db-b76e-4532-9f08-7e3dac8008bf · outbound

This paper cites In : 2007 International Symposium on Computational Intelligence and Intelligent I nformatics, pp.

Gradient-Optimized Fuzzy Classifier: A Benchmark Study Against State-of-the-Art Models In : 2007 International Symposium on Computational Intelligence and Intelligent I nformatics, pp

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:11:20.873027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 088844d0-d445-4d20-8192-e9a45bc10114 · outbound

This paper cites Integrated Computer-Aided Engineering 32(1), 25–38 (2025).

Gradient-Optimized Fuzzy Classifier: A Benchmark Study Against State-of-the-Art Models Integrated Computer-Aided Engineering 32(1), 25–38 (2025)

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:11:20.858615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d5760dda-72a8-4fa1-8365-33f3d59b5f5c · outbound

This paper cites A Preprint 1 (2020) 12 M.

Gradient-Optimized Fuzzy Classifier: A Benchmark Study Against State-of-the-Art Models A Preprint 1 (2020) 12 M

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:11:20.844755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2bad2092-18aa-48a5-b0fc-b8d57739d6c5 · outbound

This paper cites an unresolved cited work.

Gradient-Optimized Fuzzy Classifier: A Benchmark Study Against State-of-the-Art Models Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:11:20.829551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7da1a2ad-7ff0-421b-8c7d-e65b76dd339d · outbound

This paper cites In: 2023 14th International Conference on Intelligent Systems: Theories and Applications (SITA) , pp.

Gradient-Optimized Fuzzy Classifier: A Benchmark Study Against State-of-the-Art Models In: 2023 14th International Conference on Intelligent Systems: Theories and Applications (SITA) , pp

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:11:20.815945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a8a0c7ec-63c6-410f-b9de-cdf8c4302574 · outbound

This paper cites An overview of gradient descent optimization algorithms.

Gradient-Optimized Fuzzy Classifier: A Benchmark Study Against State-of-the-Art Models An overview of gradient descent optimization algorithms

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-16T11:11:20.610925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a307b7a3-6ee8-48a2-9431-9064bb51f296 · outbound

This paper cites Journal of Global Optimization 56(3), 1247–1293 (2013).

Gradient-Optimized Fuzzy Classifier: A Benchmark Study Against State-of-the-Art Models Journal of Global Optimization 56(3), 1247–1293 (2013)

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:11:20.802787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 30a9dad3-9411-472b-9db8-c9d66f9842a7 · outbound

This paper cites Information and Control 8(3), 338–353 (1965).

Gradient-Optimized Fuzzy Classifier: A Benchmark Study Against State-of-the-Art Models Information and Control 8(3), 338–353 (1965)

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:11:20.788775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 277e16cb-becd-4857-8d9c-60a411a0c3d4 · outbound

This paper cites Information Fusion 101, 101977 (2024).

Gradient-Optimized Fuzzy Classifier: A Benchmark Study Against State-of-the-Art Models Information Fusion 101, 101977 (2024)

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:11:20.775608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8965415c-9232-4d14-8fd0-c8f363803af2 · outbound

This paper cites UCI Machine L earning Repository (1994).

Gradient-Optimized Fuzzy Classifier: A Benchmark Study Against State-of-the-Art Models UCI Machine L earning Repository (1994)

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T11:11:20.627729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c92a1e00-6d2a-4faf-8226-d8a47643c503 · outbound

This paper cites UCI Machine Learning Reposito ry (1993).

Gradient-Optimized Fuzzy Classifier: A Benchmark Study Against State-of-the-Art Models UCI Machine Learning Reposito ry (1993)

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-16T11:11:20.632048Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c05bac8d-7859-4d3e-8ba5-b3099a6366af · outbound

This paper cites UCI Machine Learning Repos itory (1988).

Gradient-Optimized Fuzzy Classifier: A Benchmark Study Against State-of-the-Art Models UCI Machine Learning Repos itory (1988)

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-16T11:11:20.636152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbf15163-3ef9-42e2-8aec-51c882ed0509 · outbound

This paper cites UCI Machine Learning Repository (1989).

Gradient-Optimized Fuzzy Classifier: A Benchmark Study Against State-of-the-Art Models UCI Machine Learning Repository (1989)

Reference 16

Resolution: malformed identifier; no resolver link, observed 2026-08-16T11:11:20.640286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b882b28-06f1-433f-8a95-fa3eb38fa2d7 · outbound

This paper cites UCI Machine Learning Re pository (1992).

Gradient-Optimized Fuzzy Classifier: A Benchmark Study Against State-of-the-Art Models UCI Machine Learning Re pository (1992)

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-16T11:11:20.644466Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.