Paper Citation Record · LEDGER

Generative AI in Signal Processing Education: An Audio Foundation Model Based Approach

As of 23 July 2026, this Paper Citation Record lists 23 of 23 outbound references and 0 inbound Pith citation observations for arXiv:2602.01249.

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

pith.paper-citation-record.v1
2602.01249 v2

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-16T08:44:02.494895Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-07-22T06:31:00.163083+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

23 of 23 outbound references displayed

verified exact4
verified fuzzy18
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 300cbf9f-76de-4bef-8a7c-0d5dbb63fb89 · outbound

This paper cites an unresolved cited work.

Generative AI in Signal Processing Education: An Audio Foundation Model Based Approach Unresolved cited work

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T08:47:38.203595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

Observation ec65e7e9-2c2b-4f77-a6a2-c9f3fed43c1e · outbound

This paper cites an unresolved cited work.

Generative AI in Signal Processing Education: An Audio Foundation Model Based Approach Unresolved cited work

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T08:47:38.206556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

Observation 7199bc3f-b9b4-4dda-8a29-9324245f9b5d · outbound

This paper cites Engineering education in the era of ChatGPT: Promise and pitfalls of generative AI for education.

Generative AI in Signal Processing Education: An Audio Foundation Model Based Approach Engineering education in the era of ChatGPT: Promise and pitfalls of generative AI for education

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T08:47:38.197838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

Observation ca38d8f3-0971-4593-81f0-0ddaad83a5ce · outbound

This paper cites Generative artificial intel- ligence and engineering education.

Generative AI in Signal Processing Education: An Audio Foundation Model Based Approach Generative artificial intel- ligence and engineering education

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T08:47:38.200653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

Observation acd9939a-16f7-4206-ba97-0f3c0d56e28b · outbound

This paper cites AudioLM: A language modeling approach to audio generation.

Generative AI in Signal Processing Education: An Audio Foundation Model Based Approach AudioLM: A language modeling approach to audio generation

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T08:47:38.209023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

Observation 58e0b0d3-c8f8-4853-9b72-cb1e8020e611 · outbound

This paper cites SpeechGPT: Empowering large language models with intrinsic cross- modal conversational abilities.

Generative AI in Signal Processing Education: An Audio Foundation Model Based Approach SpeechGPT: Empowering large language models with intrinsic cross- modal conversational abilities

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T08:47:38.211563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

Observation f5ae613e-1c74-4671-a50b-b0b6956533cf · outbound

This paper cites Attention is all you need.

Generative AI in Signal Processing Education: An Audio Foundation Model Based Approach Attention is all you need

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T08:47:38.213957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

Observation 4a84b826-a364-475a-8450-b2583259cb58 · outbound

This paper cites Sparks of Large Audio Models: A Survey and Outlook.

Generative AI in Signal Processing Education: An Audio Foundation Model Based Approach Sparks of Large Audio Models: A Survey and Outlook

Reference 8

Resolution: metadata mismatch; arxiv_id, observed 2026-05-16T08:47:37.375859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

Observation 8e72485b-2cc6-4b9a-b5fa-6a56e2673251 · outbound

This paper cites AudioPaLM: A Large Language Model That Can Speak and Listen.

Generative AI in Signal Processing Education: An Audio Foundation Model Based Approach AudioPaLM: A Large Language Model That Can Speak and Listen

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-05-16T08:47:37.371987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

Observation 956669b6-53d1-44fa-bf42-8b4810efec42 · outbound

This paper cites Wavjourney: Compositional audio creation with large language models.

Generative AI in Signal Processing Education: An Audio Foundation Model Based Approach Wavjourney: Compositional audio creation with large language models

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T08:47:38.189090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

Observation 0132bf95-9a2b-40e0-a987-fd459707b150 · outbound

This paper cites Multimodal foundation models: From specialists to general-purpose assistants.

Generative AI in Signal Processing Education: An Audio Foundation Model Based Approach Multimodal foundation models: From specialists to general-purpose assistants

Reference 11

Resolution: verified exact; doi, observed 2026-05-16T08:47:37.019678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

Observation 8473d029-a99d-4333-b165-222975eb329b · outbound

This paper cites Breaking barriers: Can multilingual foundation models bridge the gap in cross-language speech emotion recognition?.

Generative AI in Signal Processing Education: An Audio Foundation Model Based Approach Breaking barriers: Can multilingual foundation models bridge the gap in cross-language speech emotion recognition?

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T08:47:38.192425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

Observation 07a87327-5e4f-4bae-bb64-a5deb289755e · outbound

This paper cites Education 5.0: Requirements, Enabling Technologies, and Future Directions.

Generative AI in Signal Processing Education: An Audio Foundation Model Based Approach Education 5.0: Requirements, Enabling Technologies, and Future Directions

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-16T08:47:37.379358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

Observation e1e63d57-c106-4f54-8e36-a7740d0d4e92 · outbound

This paper cites Downey,Think DSP: digital signal processing in Python.

Generative AI in Signal Processing Education: An Audio Foundation Model Based Approach Downey,Think DSP: digital signal processing in Python

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T08:47:38.180152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

Observation 6b048e04-6fbd-4c73-bf65-7be68f71963e · outbound

This paper cites Flipping signal-processing instruction [SP education].

Generative AI in Signal Processing Education: An Audio Foundation Model Based Approach Flipping signal-processing instruction [SP education]

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T08:47:38.183287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

Observation b83e1529-c0d1-4d93-965f-e2abce3f12d1 · outbound

This paper cites On “flipping.

Generative AI in Signal Processing Education: An Audio Foundation Model Based Approach On “flipping

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T08:47:38.186077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

Observation 5a63e78f-cb5d-425c-b04f-8dd68d6654de · outbound

This paper cites The signals and systems concept inventory.

Generative AI in Signal Processing Education: An Audio Foundation Model Based Approach The signals and systems concept inventory

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T08:47:38.176765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

Observation 509440a4-26b3-4392-a259-e95b27371662 · outbound

This paper cites Cukurova, F.

Generative AI in Signal Processing Education: An Audio Foundation Model Based Approach Cukurova, F

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T08:47:38.195434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

Observation a0844c87-755f-4841-beef-e5745d239926 · outbound

This paper cites AI Competency Framework for Students.

Generative AI in Signal Processing Education: An Audio Foundation Model Based Approach AI Competency Framework for Students

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T08:47:38.218145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

Observation 6821d15c-75d6-4d96-896d-d10e83328a35 · outbound

This paper cites The GUIDES framework: Enhancing engineering education with generative AI.

Generative AI in Signal Processing Education: An Audio Foundation Model Based Approach The GUIDES framework: Enhancing engineering education with generative AI

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-16T08:47:37.014402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

Observation 3b306015-208c-4305-b558-e0d628065c81 · outbound

This paper cites A student primer on how to thrive in engineering education during and beyond covid-19.

Generative AI in Signal Processing Education: An Audio Foundation Model Based Approach A student primer on how to thrive in engineering education during and beyond covid-19

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T08:47:38.220300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

Observation a4049a08-2e9e-4ae6-8752-c58b2f90286a · outbound

This paper cites Understanding by design.

Generative AI in Signal Processing Education: An Audio Foundation Model Based Approach Understanding by design

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T08:47:38.222283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

Observation 08574ccb-f7d0-47ed-ae64-2e5418ce43c4 · outbound

This paper cites Generative AI in education: Op- portunities, challenges, and ethical guidelines.

Generative AI in Signal Processing Education: An Audio Foundation Model Based Approach Generative AI in education: Op- portunities, challenges, and ethical guidelines

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-16T08:47:38.216098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-22T06:31:00.163083+00:00.

Pith citing papers

No inbound Pith citation observations are available.