Paper Citation Record · LEDGER

Testing Deep Learning Library APIs via Cross-Framework Differential Fuzzing

As of 16 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 0 inbound Pith citation observations for arXiv:2608.11886.

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

pith.paper-citation-record.v1
2608.11886 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:27:19.617941Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+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

31 of 31 outbound references displayed

verified exact0
verified fuzzy26
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9ffc15bc-e9d3-483e-bcda-418d1b08b86c · outbound

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

Testing Deep Learning Library APIs via Cross-Framework Differential Fuzzing Deep learning for self-driving cars: Chances and challenges,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:27:20.076253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 666fe505-59a9-4164-abfe-f9b00e3d4ab4 · outbound

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

Testing Deep Learning Library APIs via Cross-Framework Differential Fuzzing Anomaly detection in autonomous driving: A survey,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-16T00:27:19.494969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49cd0cb5-6e7d-4530-ab06-14dc6dd781f8 · outbound

This paper cites Deep learning for healthcare: review, opportunities and challenges,.

Testing Deep Learning Library APIs via Cross-Framework Differential Fuzzing Deep learning for healthcare: review, opportunities and challenges,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-16T00:27:19.499149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 99c7cbfb-5fe9-4575-b7bf-c70261414f29 · outbound

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

Testing Deep Learning Library APIs via Cross-Framework Differential Fuzzing Deep learning for smart healthcare—a survey on brain tumor detection from medical imaging,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:27:20.046648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e1b9df4f-24a2-4f4b-b812-0d1b30715b52 · outbound

This paper cites Deep learning for finance: deep portfolios,.

Testing Deep Learning Library APIs via Cross-Framework Differential Fuzzing Deep learning for finance: deep portfolios,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:27:20.032468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 63273e64-7c3f-4e50-a271-492d4c6457c8 · outbound

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

Testing Deep Learning Library APIs via Cross-Framework Differential Fuzzing An efficient outlier detection with deep learning-based financial crisis prediction model in big data environment,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:27:20.019464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 91e17aab-32b5-44ac-bcd4-614239a4da59 · outbound

This paper cites Fuzzing: a survey,.

Testing Deep Learning Library APIs via Cross-Framework Differential Fuzzing Fuzzing: a survey,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:27:20.003540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a7e77b91-e31e-4ff7-9a2d-3ee01c82e103 · outbound

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

Testing Deep Learning Library APIs via Cross-Framework Differential Fuzzing Docter: documentation-guided fuzzing for testing deep learning api functions,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:27:19.990504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 73f9e915-362a-4bf3-8f6c-3f187d22fe44 · outbound

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

Testing Deep Learning Library APIs via Cross-Framework Differential Fuzzing Audee: Automated testing for deep learning frameworks,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:27:19.975921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 64c6aa34-152a-4364-a6ec-9e6b197ae17f · outbound

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

Testing Deep Learning Library APIs via Cross-Framework Differential Fuzzing Muffin: Testing deep learning libraries via neural architecture fuzzing,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:27:19.960651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a21134f3-87d7-422e-8ddf-07920b5756e8 · outbound

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

Testing Deep Learning Library APIs via Cross-Framework Differential Fuzzing Deep learning library testing via effective model generation,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:27:19.945220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 1ed0e07c-a797-4213-adcc-02ce367fb94d · outbound

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

Testing Deep Learning Library APIs via Cross-Framework Differential Fuzzing Free lunch for testing: Fuzzing deep-learning libraries from open source,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:27:19.931578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 81ebc199-514d-43b2-9c9f-00c17deec24b · outbound

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

Testing Deep Learning Library APIs via Cross-Framework Differential Fuzzing Large language models are zero-shot fuzzers: Fuzzing deep-learning libraries via large language models,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T00:27:19.540234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71636e90-b436-44e8-b54d-4e6177c9cd73 · outbound

This paper cites Xamt: Cross- framework api matching for testing deep learning libraries,.

Testing Deep Learning Library APIs via Cross-Framework Differential Fuzzing Xamt: Cross- framework api matching for testing deep learning libraries,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:27:19.902576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 5cddc56d-5583-4b2d-a744-18b8d1306e31 · outbound

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

Testing Deep Learning Library APIs via Cross-Framework Differential Fuzzing A synergistic approach to improving symbolic execution using test ranges,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:27:19.886602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation ff5f794e-6190-49b8-9d68-9ea7daf7c79c · outbound

This paper cites Advances in symbolic execution,.

Testing Deep Learning Library APIs via Cross-Framework Differential Fuzzing Advances in symbolic execution,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:27:19.871689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 6754754a-2f1d-43ce-ac65-4cdd93bcd54d · outbound

This paper cites An algebraic approach for managing inconsistencies in software pro- cesses,.

Testing Deep Learning Library APIs via Cross-Framework Differential Fuzzing An algebraic approach for managing inconsistencies in software pro- cesses,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:27:19.857897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 28205eba-8450-40e4-b3c2-d5eb2ccb1a32 · outbound

This paper cites Feedback-driven incremental symbolic execution,.

Testing Deep Learning Library APIs via Cross-Framework Differential Fuzzing Feedback-driven incremental symbolic execution,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:27:19.844013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 4baa02d3-b37d-4585-bf25-72450a30a8d6 · outbound

This paper cites Acid: an api compatibility issue detector for android apps,.

Testing Deep Learning Library APIs via Cross-Framework Differential Fuzzing Acid: an api compatibility issue detector for android apps,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:27:19.831957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 067e7d10-cb14-441a-bd81-07c2295f076f · outbound

This paper cites Summary-guided incremental symbolic execution,.

Testing Deep Learning Library APIs via Cross-Framework Differential Fuzzing Summary-guided incremental symbolic execution,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:27:19.819679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0906839d-afb1-4441-adac-46cf27ef902a · outbound

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

Testing Deep Learning Library APIs via Cross-Framework Differential Fuzzing Evaluating and improving neural program- smoothing-based fuzzing,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:27:19.807467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 1531f375-ac25-4931-963e-c506f0395fb9 · outbound

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

Testing Deep Learning Library APIs via Cross-Framework Differential Fuzzing {IvySyn}: Automated vulnerability discovery in deep learning frameworks,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:27:19.794144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 589d4b5c-44f1-40ee-bcd8-40470af645d0 · outbound

This paper cites Metamorphic testing of deep learning compilers,.

Testing Deep Learning Library APIs via Cross-Framework Differential Fuzzing Metamorphic testing of deep learning compilers,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:27:19.780225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 41cf1f53-aed1-404e-94e1-6c14b7bf00a0 · outbound

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

Testing Deep Learning Library APIs via Cross-Framework Differential Fuzzing Eagle: creating equivalent graphs to test deep learning libraries,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:27:19.765671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 71acd5f1-bb90-4dcb-a397-7af1a45637d3 · outbound

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

Testing Deep Learning Library APIs via Cross-Framework Differential Fuzzing Fuzzing deep-learning libraries via automated relational api inference,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:27:19.746053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d8ff722c-7b1d-464e-af5b-23fcb169c996 · outbound

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

Testing Deep Learning Library APIs via Cross-Framework Differential Fuzzing Cradle: cross-backend validation to detect and localize bugs in deep learning libraries,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:27:19.732543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c8e672fc-d86b-4fdb-8cfb-6a24608936ab · outbound

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

Testing Deep Learning Library APIs via Cross-Framework Differential Fuzzing Nnsmith: Generating diverse and valid test cases for deep learning compilers,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-16T00:27:19.597687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79ca9aa8-30a0-48f7-8804-54fa869d8494 · outbound

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

Testing Deep Learning Library APIs via Cross-Framework Differential Fuzzing Large Language Models are Edge-Case Fuzzers: Testing Deep Learning Libraries via FuzzGPT

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-16T00:27:19.602826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 323dfe7b-1a59-45c2-80c4-dc8e838d08f5 · outbound

This paper cites History- guided configuration diversification for compiler test-program genera- tion,.

Testing Deep Learning Library APIs via Cross-Framework Differential Fuzzing History- guided configuration diversification for compiler test-program genera- tion,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:27:19.711151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e2e4f2dc-e321-44f1-ac0c-dd836c3cb7d3 · outbound

This paper cites Fuzzing with code fragments,.

Testing Deep Learning Library APIs via Cross-Framework Differential Fuzzing Fuzzing with code fragments,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:27:19.696773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation fbc7c6c8-6ce9-4027-b402-3586c7007a03 · outbound

This paper cites Differential testing of cross deep learning framework{APIs}: Revealing inconsisten- cies and vulnerabilities,.

Testing Deep Learning Library APIs via Cross-Framework Differential Fuzzing Differential testing of cross deep learning framework{APIs}: Revealing inconsisten- cies and vulnerabilities,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:27:19.679805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Pith citing papers

No inbound Pith citation observations are available.