Paper Citation Record · LEDGER

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries

As of 9 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 0 inbound Pith citation observations for arXiv:2508.12546.

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

pith.paper-citation-record.v1
2508.12546 v1

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T19:30:06.446672Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

42 of 42 outbound references displayed

verified exact1
verified fuzzy39
unresolved2
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 78354c37-bd0e-46fb-8237-3c0b0ef74952 · outbound

This paper cites Murray, Benoit Steiner, Paul A.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Murray, Benoit Steiner, Paul A

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:08.474718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 64d22bfc-b4e8-4d6a-9ff7-468b2e4c5b7c · outbound

This paper cites Deep learning for smart healthcare—a survey on brain tumor detection from medical imaging.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Deep learning for smart healthcare—a survey on brain tumor detection from medical imaging

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:08.404967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f11e64ca-b460-4b0f-a479-b4fdb60e4ba0 · outbound

This paper cites Anomaly detection in autonomous driving: A survey.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Anomaly detection in autonomous driving: A survey

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:08.397006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 730b3945-886f-4844-a32d-8430a52ab38f · outbound

This paper cites Jax: Composable trans- formations of python+numpy programs.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Jax: Composable trans- formations of python+numpy programs

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:08.387771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 768416cb-f6dd-4ed0-b6aa-b8b5ffe8b9f7 · outbound

This paper cites History-guided configuration diversification for compiler test-program generation.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries History-guided configuration diversification for compiler test-program generation

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:08.380526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1733907c-c4c2-4770-b9b1-64a55d53c7aa · outbound

This paper cites Keras, 2015.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Keras, 2015

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T19:30:03.629534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 843ead86-6363-4637-8852-a10340e8a46b · outbound

This paper cites {IvySyn}: Automated vulnerability discovery in deep learning frameworks.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries {IvySyn}: Automated vulnerability discovery in deep learning frameworks

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:08.368312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation dc7ad0c4-9f70-4032-80ee-9623d5941c3b · outbound

This paper cites Cohen, Pradeep Ravikumar, and Stephen E.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Cohen, Pradeep Ravikumar, and Stephen E

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:08.361300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 56bf350b-4884-49eb-b6dc-68f1a4dee20c · outbound

This paper cites Large language models are zero-shot fuzzers: Fuzzing deep-learning libraries via large language models.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Large language models are zero-shot fuzzers: Fuzzing deep-learning libraries via large language models

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:08.354681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8fa2b4c7-7de7-4029-96f3-2b5bdec4bb1b · outbound

This paper cites Large Language Models are Edge-Case Fuzzers: Testing Deep Learning Libraries via FuzzGPT.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Large Language Models are Edge-Case Fuzzers: Testing Deep Learning Libraries via FuzzGPT

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T19:30:03.977704Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc1f4790-5ad0-474a-b78e-f5997f9ece7f · outbound

This paper cites Fuzzing deep-learning libraries via automated relational api inference.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Fuzzing deep-learning libraries via automated relational api inference

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:08.348122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8d7f4de9-e347-4a57-9dd2-cb471f6bd620 · outbound

This paper cites Differential testing of cross deep learning framework {APIs}: Revealing inconsistencies and vulnerabilities.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Differential testing of cross deep learning framework {APIs}: Revealing inconsistencies and vulnerabilities

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:08.341927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 403a27ba-2d08-497e-94e9-b83aebe4c069 · outbound

This paper cites Harnessing LLMs for Document-Guided Fuzzing of OpenCV Library.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Harnessing LLMs for Document-Guided Fuzzing of OpenCV Library

Reference 14

Resolution: verified exact; local_arxiv, observed 2026-08-05T19:30:06.630037Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a937ac13-79da-4669-8fd4-07a0054fe4cc · outbound

This paper cites Ontology Matching.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Ontology Matching

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:08.334981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c4539efc-7e70-4867-8577-c71c19b201ba · outbound

This paper cites Muffin: Testing deep learning libraries via neural architecture fuzzing.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Muffin: Testing deep learning libraries via neural architecture fuzzing

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:08.328562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6a877b88-dc4c-490e-8b8f-46cbd0327289 · outbound

This paper cites Audee: Automated testing for deep learning frameworks.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Audee: Automated testing for deep learning frameworks

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:08.322245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a2c963d1-13f9-4d75-88e1-56711d35db4e · outbound

This paper cites Deep learning for finance: deep portfolios.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Deep learning for finance: deep portfolios

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:08.315617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0675c4cd-cda8-4331-92dc-a524bcfdf1f0 · outbound

This paper cites Fuzzing with code fragments.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Fuzzing with code fragments

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:08.309065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3847e5e8-d245-4c61-bb3d-f834f2d135b2 · outbound

This paper cites Binary codes capable of correcting deletions, insertions, and reversals.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Binary codes capable of correcting deletions, insertions, and reversals

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:08.302662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 80560469-104b-477b-aa7e-a5f0b3a4e02d · outbound

This paper cites Fuzzing: a survey.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Fuzzing: a survey

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:08.296100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ab795d7e-55a9-401a-afc3-54ec3720eee3 · outbound

This paper cites Nnsmith: Generating diverse and valid test cases for deep learning compilers.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Nnsmith: Generating diverse and valid test cases for deep learning compilers

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:08.289769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 01fd0ffb-8a8a-49a3-8bbd-1b15ffcefab4 · outbound

This paper cites Acid: an api compati- bility issue detector for android apps.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Acid: an api compati- bility issue detector for android apps

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:08.283284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d52b8d24-0e8b-4b36-88bb-8f25ce0d49b3 · outbound

This paper cites Deep learning for healthcare: review, opportunities and chal- lenges.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Deep learning for healthcare: review, opportunities and chal- lenges

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:08.276781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5eddbd31-300e-402e-ac17-bab2e0eaee53 · outbound

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

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Pytorch: An imperative style, high-performance deep learning library

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:08.270043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fa047042-7560-4983-ac43-3b1ebff67723 · outbound

This paper cites Cradle: cross-backend validation to detect and localize bugs in deep learning libraries.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Cradle: cross-backend validation to detect and localize bugs in deep learning libraries

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:08.263142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5e5cf263-4e37-4999-864c-0bfbac24af03 · outbound

This paper cites Using gcov with GCC 12.1.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Using gcov with GCC 12.1

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:08.256557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 718b1f12-a2ea-48bc-996b-136b59cfd875 · outbound

This paper cites Deep learning for self-driving cars: Chances and challenges.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Deep learning for self-driving cars: Chances and challenges

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:08.250102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b5cf77ba-d9cb-4779-9376-bd850611c56c · outbound

This paper cites Sentence-bert: Sentence embeddings using siamese bert-networks.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Sentence-bert: Sentence embeddings using siamese bert-networks

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:08.243519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1b75bfdd-9428-4942-a933-5c9e22178df4 · outbound

This paper cites Explainable deep learning models in medical image analysis.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Explainable deep learning models in medical image analysis

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:08.236606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d2f7bb5a-bfdb-4c31-92f8-f58f07a6af9d · outbound

This paper cites Chainer: A next-generation open source framework for deep learning.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Chainer: A next-generation open source framework for deep learning

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:08.230133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9a38b415-357d-4177-b324-72d057839e59 · outbound

This paper cites An efficient outlier detection with deep learning-based financial crisis prediction model in big data environment.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries An efficient outlier detection with deep learning-based financial crisis prediction model in big data environment

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:08.223220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 42f7622a-9769-4555-b7b8-290e5fc3f209 · outbound

This paper cites Eagle: creating equivalent graphs to test deep learning libraries.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Eagle: creating equivalent graphs to test deep learning libraries

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:08.209703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f31917d8-581a-422f-a41e-6455374b06cc · outbound

This paper cites Deep learning library testing via effective model generation.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Deep learning library testing via effective model generation

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:08.195822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8e8d57fa-39c5-4708-8400-b50e43317a9b · outbound

This paper cites Free lunch for testing: Fuzzing deep-learning libraries from open source.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Free lunch for testing: Fuzzing deep-learning libraries from open source

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:08.179129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1faa023b-ffaa-41bb-9856-3199703960df · outbound

This paper cites Evaluating and improving neural program-smoothing-based fuzzing.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Evaluating and improving neural program-smoothing-based fuzzing

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:08.165466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b7105b29-95d6-4ae8-b7a0-d2e90f549a88 · outbound

This paper cites Metamorphic testing of deep learning compilers.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Metamorphic testing of deep learning compilers

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:08.131818Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e0dad6f3-7f17-40a0-a168-1a2cbc2d8668 · outbound

This paper cites Docter: documentation-guided fuzzing for testing deep learning api functions.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Docter: documentation-guided fuzzing for testing deep learning api functions

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:07.925215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8aafde86-bb9b-4d4e-b577-3a96b59dda41 · outbound

This paper cites Advances in symbolic execution.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Advances in symbolic execution

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:07.710219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3d803b71-024b-4b93-afae-0034af642054 · outbound

This paper cites A synergistic approach to improving symbolic execution using test ranges.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries A synergistic approach to improving symbolic execution using test ranges

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:07.524277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 671f0699-322b-43c2-a325-5709308187d5 · outbound

This paper cites An algebraic approach for managing inconsistencies in software processes.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries An algebraic approach for managing inconsistencies in software processes

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:07.428336Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 230743c6-f9d1-4b1b-8380-b216e58e2170 · outbound

This paper cites Summary-guided incremen- tal symbolic execution.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Summary-guided incremen- tal symbolic execution

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:07.179808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ac973582-fcbc-4e63-b65e-4e7fe422c5c0 · outbound

This paper cites Feedback-driven incremental symbolic execution.

XAMT: Cross-Framework API Matching for Testing Deep Learning Libraries Feedback-driven incremental symbolic execution

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:30:06.930952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

No inbound Pith citation observations are available.