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Paper Citation Record · LEDGER

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification

As of 8 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2607.10340.

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

pith.paper-citation-record.v1
2607.10340 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-14T12:30:31.318373Z

measured 39 of 39 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 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

39 of 39 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved39
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 62e96a55-c4df-4120-b2ab-3758caa0f0b7 · outbound

This paper cites Patterson, Brian Richards, Colin Schmidt, Stephen Twigg, Huy Vo, and Andrew Waterman.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Patterson, Brian Richards, Colin Schmidt, Stephen Twigg, Huy Vo, and Andrew Waterman

Reference 1

Resolution
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:d56691af836a5164553a9dafdbcc4126fea91caec302599f74395bd1bd4cee46

Observation 16fe1787-513a-40ff-b527-5ae0b7f1ca1d · outbound

This paper cites an unresolved cited work.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Unresolved cited work

Reference 2

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:0a209931e362c4ea0d1f455caa5d11fdf9499d0b17c939fec41330d1fe94a1fd

Observation 847e028a-0be5-4964-8cc5-0e7b74d2c4de · outbound

This paper cites an unresolved cited work.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Unresolved cited work

Reference 3

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unresolved
no resolver link, observed 2026-07-14T12:30:31.318373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:f3c5bd6a352a7daae890c2372d7f8b82803be1dafa267f5385e88025d61ad375

Observation f8838067-b82d-4b3a-bae6-c56859658299 · outbound

This paper cites Patterson, and Krste Asanović.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Patterson, and Krste Asanović

Reference 4

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no resolver link, observed 2026-07-14T12:30:31.318373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:af428c62a79e6a4346aa16fbe46ae99d84404f9256bc8bb5c72e0a78cc06d25e

Observation 956139ab-826d-4893-ab67-187c5a5be6ac · outbound

This paper cites an unresolved cited work.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-07-14T12:30:31.318373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:08c014aeeacebab713d787cf8e549e09ae7e1b5a90f5cb12eca38c71cdace23c

Observation 000f47ce-e1c5-4dfd-a38c-3d409d4d2904 · outbound

This paper cites an unresolved cited work.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-07-14T12:30:31.318373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:0eeafe9baa00005df4679c14b015bdc0b79d4e7d266e0d7068ad225cb4812c06

Observation c9b1e45d-b356-4783-be69-742e26ea35de · outbound

This paper cites an unresolved cited work.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-07-14T12:30:31.318373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:9880c1e25f7e707968ad8ee183726711f16a17b94ba61b76ebb63b52560f8b49

Observation ebe8f6f9-44c9-4dba-a0ce-c940f1f681f0 · outbound

This paper cites an unresolved cited work.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-07-14T12:30:31.318373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:61a98099ee1ad1bc1d0c3c393df1703dbfb728ab408456dccb01a4339ce93641

Observation c45e1b30-c976-4416-b66b-f7a8c666a67b · outbound

This paper cites an unresolved cited work.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Unresolved cited work

Reference 9

Resolution
unresolved
no resolver link, observed 2026-07-14T12:30:31.318373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:fb636337fd8d44e56114f34e82de6b9e2a11f130ddc68909cfea7fa7906bb14a

Observation f0e71c09-20aa-42a1-a3f7-f2b83f718d42 · outbound

This paper cites In International Con- ference on Theorem Provers in Circuit Design.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification In International Con- ference on Theorem Provers in Circuit Design

Reference 10

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:bb0a71dd63876d43001d0f450eee025c937fcfc52fc51c044bf013d87560c4e7

Observation 65df4667-36b9-4a35-ad16-da6d3c5b7efc · outbound

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

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Large Language Models are Edge-Case Fuzzers: Testing Deep Learning Libraries via FuzzGPT

Reference 11

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:9a4d71f6f4d8d8737cc6a2c548d32d57c4cae140184c12aa88ef711cac4b1c37

Observation 0c4b3ad3-dd01-467d-9e3b-78571d9e985c · outbound

This paper cites an unresolved cited work.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Unresolved cited work

Reference 12

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unresolved
no resolver link, observed 2026-07-14T12:30:31.318373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:00ccf5cfd7699145552dce4839f14d3d71285d1556b47980f45a5d2f9e71eba5

Observation 3789b079-3366-4836-822e-12032065a343 · outbound

This paper cites an unresolved cited work.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Unresolved cited work

Reference 13

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:92d7db52210536cb245c80dffc693a3976b9deafb1d9cb3345f36b66be69ae80

Observation b09b83b0-6893-489d-8667-02bf39fb033d · outbound

This paper cites an unresolved cited work.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Unresolved cited work

Reference 14

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unresolved
no resolver link, observed 2026-07-14T12:30:31.318373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:295ca6a1da15c7ebb33ceaa2f2e8010bd01d1476b5c86886a355d3ab4dab2f57

Observation d0977752-b50e-4610-b6b8-eb980dfd1691 · outbound

This paper cites an unresolved cited work.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Unresolved cited work

Reference 15

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:cb712c07737f13114115b30a7a1b17256d0c3dde085cb6092e1de9e297e91b20

Observation c86c72a4-b174-418e-8fd5-f258354b43c7 · outbound

This paper cites an unresolved cited work.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Unresolved cited work

Reference 16

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no resolver link, observed 2026-07-14T12:30:31.318373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:dbc640884e34429c23b9ec4f4899d9f52131b98f0d075bd5028d9d9a7e40c729

Observation e47ea197-73f1-44ec-9558-980dd0fd3f21 · outbound

This paper cites an unresolved cited work.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Unresolved cited work

Reference 17

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:bc8a82d85c25a3404ea0be4e44ea3ad6604c1a84a22c2809e27289fe72f20338

Observation e390d181-4717-4d31-82f2-f896c9aa09fd · outbound

This paper cites an unresolved cited work.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Unresolved cited work

Reference 18

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:e56d7c0f2ebef55c3e3c61e41f51b84bcaa349b927b7c60258bf41fce5d851c2

Observation edc604e8-801c-4ad4-bd44-5955e01f479d · outbound

This paper cites an unresolved cited work.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Unresolved cited work

Reference 19

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:987c4c5198d60b9864468078b4a27d9de0fb6a6d289063317c9433ae7e6710eb

Observation d310a3b0-b8c8-428b-9f31-d4169a546998 · outbound

This paper cites an unresolved cited work.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Unresolved cited work

Reference 20

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:909db9877967fe11fb4ca8e07078ff04859b33ed65a36e87d87219daed1f1774

Observation 42ee4eab-edfc-43b9-b1d6-fec67004efe8 · outbound

This paper cites an unresolved cited work.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Unresolved cited work

Reference 21

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:0acedbad91d6ee9d9c971e8946257d1223b65d9ac7b3b2b7ab977ac0160ec266

Observation a38da13d-d31c-44ab-be4d-c6a060c16b51 · outbound

This paper cites an unresolved cited work.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Unresolved cited work

Reference 22

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:ab5fb820c4f460a1e79e098417a3fae4216f0a983baf39f56e3643899b74b4ec

Observation 46316593-07ec-449d-bf55-689e7654ca92 · outbound

This paper cites an unresolved cited work.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Unresolved cited work

Reference 23

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:e47e9000f47c9dc63edad814cae109f32ca3641afddb5b0c50d1f0c05a084f41

Observation 4c256092-2a2c-4d76-9845-fe66690dc7b3 · outbound

This paper cites an unresolved cited work.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Unresolved cited work

Reference 24

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no resolver link, observed 2026-07-14T12:30:31.318373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:925f3c11d09bbbc77057b4e7a4a50d482cf085d61a1f818ec7e39461040ee51c

Observation ec71016f-d299-44b1-ab7b-7d94ea204bc1 · outbound

This paper cites an unresolved cited work.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Unresolved cited work

Reference 25

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:5f101a5797d4385e01ecb9b09663a2cdd37a05768b55079cd0e9fd9f0759b329

Observation d2df8031-bd08-4f52-8d48-fa016e2a20cb · outbound

This paper cites an unresolved cited work.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Unresolved cited work

Reference 26

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unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:d0ea06840f1828598ab6816a9368a0bb5416bd86e011c082112daba45b0f58aa

Observation fbccb731-9c9d-42ef-be12-baef888916f7 · outbound

This paper cites The Emergence of Hardware Fuzzing: A Critical Review of its Significance.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification The Emergence of Hardware Fuzzing: A Critical Review of its Significance

Reference 27

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:c205c1be74348c46618039d646b3275ad9a325977a972beb8c55ae35beddd505

Observation 5f1e78c8-8692-434b-ae78-c4ccf870febf · outbound

This paper cites an unresolved cited work.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Unresolved cited work

Reference 28

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unresolved
no resolver link, observed 2026-07-14T12:30:31.318373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:3c0c5167a80f4cb2bf6a4c83c0c592889c4f36302cfc85e900108062296b97d0

Observation fe8498b0-f3a4-4f0c-a400-5d237f9f7cce · outbound

This paper cites an unresolved cited work.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Unresolved cited work

Reference 29

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unresolved
no resolver link, observed 2026-07-14T12:30:31.318373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:888ef145f3d29d1d81f1c2c757094d664ec8d6c5490e1a5e07024e387af1ca86

Observation b8765feb-ae5b-47a0-8076-5edc970326bd · outbound

This paper cites an unresolved cited work.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Unresolved cited work

Reference 30

Resolution
unresolved
no resolver link, observed 2026-07-14T12:30:31.318373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:4a1b129f45de1129d91028f4a531f2f1267091713944e6f48400f7cf89e53213

Observation 9116821d-b318-4c66-87ae-51e0e60d2f1f · outbound

This paper cites an unresolved cited work.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Unresolved cited work

Reference 31

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unresolved
no resolver link, observed 2026-07-14T12:30:31.318373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:353b4924d4042cf2397bf3e99a3ccdfeb9310db35410811ed5e48f413ed50cae

Observation e56fd3a2-0178-4bd8-90b8-baa615e1d417 · outbound

This paper cites an unresolved cited work.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Unresolved cited work

Reference 32

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unresolved
no resolver link, observed 2026-07-14T12:30:31.318373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:638146c01d22ed3f554556de109deeb82f2a2b722e68a78d495aa60ddde7fa18

Observation becc736a-c43b-4c4b-9f92-1682610ecf78 · outbound

This paper cites an unresolved cited work.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Unresolved cited work

Reference 33

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no resolver link, observed 2026-07-14T12:30:31.318373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:eee62005c6221762be4fcc0966c823ee63ac87d78f469c096259532186f848ca

Observation 1e11b02f-54be-461d-a953-954ea787eb14 · outbound

This paper cites an unresolved cited work.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Unresolved cited work

Reference 34

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unresolved
no resolver link, observed 2026-07-14T12:30:31.318373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:b68f80aa8e300c45fa0e2a5b1eb0cff10cf7044d240ee4e8ce6c304608efb9a1

Observation a2b451b3-b52e-403b-b1bc-f9c204b3f6ec · outbound

This paper cites an unresolved cited work.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Unresolved cited work

Reference 35

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unresolved
no resolver link, observed 2026-07-14T12:30:31.318373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:b0aa963deb91b36fc9fca400bed3298a508530e3471209c2313995cc4c01c569

Observation ad48769a-ee9d-4696-92ff-8777fdb094ca · outbound

This paper cites an unresolved cited work.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Unresolved cited work

Reference 36

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unresolved
no resolver link, observed 2026-07-14T12:30:31.318373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:f22bd39294efd40a8756178db0434e7b5d5cb2711ae8392ce0008614b9bff5df

Observation 16bad3ad-95a5-4575-9332-3de10fbb51d8 · outbound

This paper cites an unresolved cited work.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Unresolved cited work

Reference 37

Resolution
unresolved
no resolver link, observed 2026-07-14T12:30:31.318373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:7460a24e2b595b48f90b1491974da8b6ed8db490a6c93a9f0381218dda0c4632

Observation b5405d94-bedf-49f6-996c-ceffc2a2ed48 · outbound

This paper cites an unresolved cited work.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Unresolved cited work

Reference 38

Resolution
unresolved
no resolver link, observed 2026-07-14T12:30:31.318373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:862d95a4d435337c3faf6a142c253faa00aad521ce9b44dc4be75713b8894e80

Observation 5daa3319-92d3-4d50-a404-bba2b9e35026 · outbound

This paper cites an unresolved cited work.

When Fuzzing Meets Understanding: LLM-Driven Semantic Test Generation for RTL Verification Unresolved cited work

Reference 39

Resolution
unresolved
no resolver link, observed 2026-07-14T12:30:31.318373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T12:30:31.318373Z digest=sha256:019f050449b0fb398b2d13c4574a0bdd5c277a1eb43668c609c044980a06716a

Pith citing papers

No inbound Pith citation observations are available.