Paper Citation Record · LEDGER

Neuro-Symbolic AI in 2024: A Systematic Review

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 9 inbound Pith citation observations for arXiv:2501.05435.

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

pith.paper-citation-record.v1
2501.05435 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 9 of 9 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:43:56.572548Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

16
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 83f6cdc8-52bd-44fc-a165-6a917520c462 · inbound

Evolutionary Developmental Biology Can Serve as the Conceptual Foundation for a New Design Paradigm in Artificial Intelligence cites this paper.

Evolutionary Developmental Biology Can Serve as the Conceptual Foundation for a New Design Paradigm in Artificial Intelligence Neuro-Symbolic AI in 2024: A Systematic Review

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T00:43:56.572548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26344ec5-300e-4115-bc00-626b7bfcdced · inbound

HyDRA: A Hybrid-Driven Reasoning Architecture for Verifiable Knowledge Graphs cites this paper.

HyDRA: A Hybrid-Driven Reasoning Architecture for Verifiable Knowledge Graphs Neuro-Symbolic AI in 2024: A Systematic Review

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T15:26:15.713094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e129920a-ecbd-42c1-8b20-587078f8c1a9 · inbound

Neuro-Symbolic AI for Cybersecurity: State of the Art, Challenges, and Opportunities cites this paper.

Neuro-Symbolic AI for Cybersecurity: State of the Art, Challenges, and Opportunities Neuro-Symbolic AI in 2024: A Systematic Review

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-18T18:06:42.945639Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c9a36edc-e292-406b-8063-1fde72b6388b · inbound

Neuro-Symbolic Control with Large Language Models for Language-Guided Spatial Tasks cites this paper.

Neuro-Symbolic Control with Large Language Models for Language-Guided Spatial Tasks Neuro-Symbolic AI in 2024: A Systematic Review

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-16T21:21:17.288684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 309a0f4d-5f9a-48af-a5bb-ff322bbfb00c · inbound

Autonomous Business System via Neuro-symbolic AI cites this paper.

Autonomous Business System via Neuro-symbolic AI Neuro-Symbolic AI in 2024: A Systematic Review

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-05-16T12:47:53.410661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 559c3787-f1a1-4f1a-a94f-63e296fc7e59 · inbound

Homoglyph-based Adversarial Perturbation of Introductory Computer Science Theory Problems cites this paper.

Homoglyph-based Adversarial Perturbation of Introductory Computer Science Theory Problems Neuro-Symbolic AI in 2024: A Systematic Review

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-21T01:39:22.952880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 12c8263d-f15b-4c48-8e99-d4f86b549dd1 · inbound

Neuro-Symbolic Agents for Regulated Process Automation: Challenges and Research Agenda cites this paper.

Neuro-Symbolic Agents for Regulated Process Automation: Challenges and Research Agenda Neuro-Symbolic AI in 2024: A Systematic Review

Reference 3

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T14:08:22.019475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5b5586f1-c97f-473f-9d88-0ed8a9de2c4a · inbound

The Almost Intelligent Revolution: Options for Scaling Up Deliberation and Empowering People with AI cites this paper.

The Almost Intelligent Revolution: Options for Scaling Up Deliberation and Empowering People with AI Neuro-Symbolic AI in 2024: A Systematic Review

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-07-04T03:39:31.119559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cddfe28c-ac37-4ad4-9683-2f264ee568de · inbound

SGA: Plug&Play Geometric Verification for Educational Video Synthesis cites this paper.

SGA: Plug&Play Geometric Verification for Educational Video Synthesis Neuro-Symbolic AI in 2024: A Systematic Review

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-01T16:07:49.866371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.