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Paper Citation Record · LEDGER

BugScope: Learn to Find Bugs Like Human

As of 5 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 5 inbound Pith citation observations for arXiv:2507.15671.

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

pith.paper-citation-record.v1
2507.15671 v2

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-19T04:03:49.652113Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T11:11:43.833857Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-05-19T03:38:30.143195Z

Reference resolution

37 of 37 outbound references displayed

  • verified exact5
  • verified fuzzy27
  • unresolved2
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3c1b23a2-8c4a-4ef9-b01d-b5939d558721 · outbound

This paper cites write newline.

BugScope: Learn to Find Bugs Like Human write newline

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T04:07:02.437646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:0a39072eedb989a161ce69052afa8daac810d418cb1919d249d74196d11f27ec

Observation 202c57b8-c1cd-4658-aa86-b621df121e17 · outbound

This paper cites McDaniel.

BugScope: Learn to Find Bugs Like Human McDaniel

Reference 2

Resolution
metadata mismatch
arxiv_id, observed 2026-05-19T04:07:01.857248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:d2ae41d9069e765da77312d8d14fbae09a8f5e575d9a2044bd9d08aaec44047e

Observation fac029f9-e168-4c84-8df3-43c6d6723b8c · outbound

This paper cites Language models are few-shot learners.

BugScope: Learn to Find Bugs Like Human Language models are few-shot learners

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T04:07:02.421821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:ed36b4a36d99373ca580967ac1cd04e561fe099513408115a3c9963121cf8764

Observation c6ff07aa-93fb-41ce-b7be-2f4d9415ef9d · outbound

This paper cites Tree-sitter-a new parsing system for programming tools.

BugScope: Learn to Find Bugs Like Human Tree-sitter-a new parsing system for programming tools

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T04:07:02.360108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:10a3809f6468d9db6561e253dd0bd9441b27153fe8eb9bd87ee301f0c496a8a1

Observation 548146c0-b099-4a2f-8889-6ace72202604 · outbound

This paper cites an unresolved cited work.

BugScope: Learn to Find Bugs Like Human Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-05-19T04:07:02.434358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:aceb123b96f3c30bfb72806a9bb5c03587daa8e46e9ff7ba91cfba4c4d6f74de

Observation 20769afc-d1c9-4076-a9c2-05c3c399c153 · outbound

This paper cites O’Hearn, and Hongseok Yang.

BugScope: Learn to Find Bugs Like Human O’Hearn, and Hongseok Yang

Reference 6

Resolution
metadata mismatch
arxiv_id, observed 2026-05-19T04:07:01.862057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:7ad11c27702e2fdf681fd86ec75937fab3c515ead0ff3c4395420dc2f17e6575

Observation d73dcfe1-ea4b-4de3-885d-3f8d11c1e6f8 · outbound

This paper cites Seal: Towards diverse specification inference for linux interfaces from security patches.

BugScope: Learn to Find Bugs Like Human Seal: Towards diverse specification inference for linux interfaces from security patches

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T04:07:02.414950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:e0ada033e936a84048db2be04f27c3010ff1295cf304f22ab74fed64cb55f344

Observation 958ef561-2d14-40f1-999c-c2d70865bec2 · outbound

This paper cites Coderabbit: Ai-powered code review for github.

BugScope: Learn to Find Bugs Like Human Coderabbit: Ai-powered code review for github

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T04:07:02.397181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:f5e6eabdcebcce971ea1ff41206305382157ceeca54d05ea79797ec7a5593d12

Observation 4a6ec4f0-08c8-4716-8de0-c304088277a5 · outbound

This paper cites Bugbot documentation.

BugScope: Learn to Find Bugs Like Human Bugbot documentation

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T04:07:02.346233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:887ff31cfa63e01f3a4be4f5e0d8969e1a65aa898094eab40d3c4d53bf73c794

Observation cfb19d60-c84d-438c-8773-7eb77630938c · outbound

This paper cites A Survey on In-context Learning.

BugScope: Learn to Find Bugs Like Human A Survey on In-context Learning

Reference 10

Resolution
verified exact
local_arxiv, observed 2026-05-19T04:07:01.907783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:0d176f40a5623325ade2ce52695136c1586ba971084aac079b99c5873f03d20c

Observation 99da1bb3-78a4-447a-9122-fff0135edb90 · outbound

This paper cites CodeQL for Java.

BugScope: Learn to Find Bugs Like Human CodeQL for Java

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T04:07:02.369029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:93c5fc06d27546b3ec6bffd8df8db9b983d2ec98523fec563d52b1f2d744e724

Observation d033fd51-712a-45ff-bc4a-5d996074a458 · outbound

This paper cites Codeql documentation.

BugScope: Learn to Find Bugs Like Human Codeql documentation

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T04:07:02.366388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:569ceb66a0a32da11957c9d7e2a2d4fa3f9eb3de59aca357e92f3c528f1599bd

Observation 914e7a6b-cf82-46ff-8697-f378101eb5ce · outbound

This paper cites Oss-fuzz: Continuous fuzzing for open source software.

BugScope: Learn to Find Bugs Like Human Oss-fuzz: Continuous fuzzing for open source software

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T04:07:02.431756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:b17d5cdebcb8dd0768d04d27878a7cf569524d6b0d43d8957e75267b9f31a93e

Observation 8be8d645-9d86-416f-becb-2ea9c5be197b · outbound

This paper cites RepoAudit: An Autonomous LLM-Agent for Repository-Level Code Auditing.

BugScope: Learn to Find Bugs Like Human RepoAudit: An Autonomous LLM-Agent for Repository-Level Code Auditing

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-19T04:07:01.903468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:61548b64c8066dcb6dda3206e006c7a382c146e074e9d89e1328cb81e38a435a

Observation 149e067c-1445-4ab1-aefe-bcf6d5cf423e · outbound

This paper cites Precise divide-by-zero detection with affirmative evidence.

BugScope: Learn to Find Bugs Like Human Precise divide-by-zero detection with affirmative evidence

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T04:07:02.357517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:4be905172ce286c962195f612fd3bc3f8fbe9bd38170e457b55192427b2586c9

Observation de7b6a72-f5d2-40a6-9b03-9bb1f2049894 · outbound

This paper cites Precise compositional buffer overflow detection via heap disjointness.

BugScope: Learn to Find Bugs Like Human Precise compositional buffer overflow detection via heap disjointness

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T04:07:02.349081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:fa0a6a98f0f87bd74c54064418aa4be017fd155312471bb91afbd77fa70a0ea2

Observation 034670f3-7290-4fc7-8095-eed6fdf4e58f · outbound

This paper cites Machine-learning-guided selectively unsound static analysis.

BugScope: Learn to Find Bugs Like Human Machine-learning-guided selectively unsound static analysis

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T04:07:02.428781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:d50fd8587dad42a111d24a2fcf052ba544bf0c82cdad443a3fe4f6f97b761c3c

Observation d42137b1-ada6-4c82-9dc8-8a15eeac327a · outbound

This paper cites Raisin: Identifying rare sensitive functions for bug detection.

BugScope: Learn to Find Bugs Like Human Raisin: Identifying rare sensitive functions for bug detection

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T04:07:02.364195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:90689dd76d2edc8b05636b46de7f7b48c6ea93844eb1f1db8a6c9e319900f09c

Observation f7a9b289-bddd-4a26-a763-a10cf2bd6b1a · outbound

This paper cites SWE -bench: Can language models resolve real-world github issues? In The Twelfth International Conference on Learning Representations.

BugScope: Learn to Find Bugs Like Human SWE -bench: Can language models resolve real-world github issues? In The Twelfth International Conference on Learning Representations

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T04:07:02.380043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:ed83007800bee397c7d2112a352ee00ae7cfe28795ed758501963633502819da

Observation eb92c00b-2cc7-4f7f-b123-e312275d2f48 · outbound

This paper cites Why don't software developers use static analysis tools to find bugs? In 2013 35th International Conference on Software Engineering (ICSE), pp.\ 672--681.

BugScope: Learn to Find Bugs Like Human Why don't software developers use static analysis tools to find bugs? In 2013 35th International Conference on Software Engineering (ICSE), pp.\ 672--681

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T04:07:02.386856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:9fb85f793bacb1d87b069fba6f5992014679efe4e7b0d2d29166af53b9fb3187

Observation 41012dc7-b369-4efb-a695-16726bb59122 · outbound

This paper cites Enhancing static analysis for practical bug detection: An llm-integrated approach.

BugScope: Learn to Find Bugs Like Human Enhancing static analysis for practical bug detection: An llm-integrated approach

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T04:07:02.425147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:46916e4fcd58c9751011103086d862964e97c7367294118680fd9104f36bf1ff

Observation 15a960a5-3d7a-455b-be89-d91568f73002 · outbound

This paper cites Neuro-symbolic Static Analysis with LLM-generated Vulnerability Patterns.

BugScope: Learn to Find Bugs Like Human Neuro-symbolic Static Analysis with LLM-generated Vulnerability Patterns

Reference 22

Resolution
verified exact
local_arxiv, observed 2026-05-19T04:07:01.850798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:a6bc11d49807c489d37a85de7d1adc52e9afe1231fa072d46f52b15ed732c685

Observation baddcae9-eeed-433a-8784-3e6336e865fc · outbound

This paper cites Iris: Llm-assisted static analysis for detecting security vulnerabilities.

BugScope: Learn to Find Bugs Like Human Iris: Llm-assisted static analysis for detecting security vulnerabilities

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T04:07:02.418188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:3d732dc6dde66d590ed2a71e0d3d6eaa06380ecbc373e2bcf18e12bd7fad8d1f

Observation f8151eda-8cbf-4052-948b-b2a5285fc681 · outbound

This paper cites Infer Static Analyzer.

BugScope: Learn to Find Bugs Like Human Infer Static Analyzer

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T04:07:02.411953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:b6db02c8d1d91068e666ba0f3677254bb59de971292be1aea56c4d18862297d1

Observation 485db5ac-a295-4c0d-97ed-9ffd84beefdb · outbound

This paper cites Common Weakness Enumeration (CWE).

BugScope: Learn to Find Bugs Like Human Common Weakness Enumeration (CWE)

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T04:07:02.408854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:5f9b8da09ce63a4ae07491c13b09126ac537598b92ef0e9a321d3c4d73e96c3a

Observation dd3c0c1f-40ed-49cf-94de-0eab4700b6a1 · outbound

This paper cites Cve - common vulnerabilities and exposures.

BugScope: Learn to Find Bugs Like Human Cve - common vulnerabilities and exposures

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T04:07:02.402122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:69d9f778cee4aa49b4683fef1afae07a99b361200efa5e835e9adc5fb8c12069

Observation 506438c2-0ea7-4f65-b5ef-c209d1cba679 · outbound

This paper cites Sporq: An interactive environment for exploring code using query-by-example.

BugScope: Learn to Find Bugs Like Human Sporq: An interactive environment for exploring code using query-by-example

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T04:07:02.393579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:21d725ce4e520caf059f81c39c966ae13f79df7bba6d91304a34a6c1962c9485

Observation f339cd08-41a1-4b4d-a7d7-b367f2a8d9e3 · outbound

This paper cites Undecidability of context-sensitive data-dependence analysis.

BugScope: Learn to Find Bugs Like Human Undecidability of context-sensitive data-dependence analysis

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T04:07:02.390008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:d89d29980a05ce8920bd4fdcfe1a22ea90b7d2c3c9821297f2011bfc9d741d40

Observation f280a778-0017-431d-81b8-ccac34f993d9 · outbound

This paper cites Pinpoint: Fast and precise sparse value flow analysis for million lines of code.

BugScope: Learn to Find Bugs Like Human Pinpoint: Fast and precise sparse value flow analysis for million lines of code

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T04:07:02.383734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:f54c4ee80e302f260369b2e4f780d6488839d897f0232875a9d93aa2426843fb

Observation a0f490cb-54c4-4c93-9c6f-e297f3f2bef7 · outbound

This paper cites Path-sensitive sparse analysis without path conditions.

BugScope: Learn to Find Bugs Like Human Path-sensitive sparse analysis without path conditions

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T04:07:02.376525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:2924c3a777c089323656b312b96d84fee21fb91837cfa5e2d288735c856003db

Observation 01929325-7b20-405e-8ff0-27b485914a63 · outbound

This paper cites Available: http://doi.acm.org/10.1145/2892208.2892235.

BugScope: Learn to Find Bugs Like Human Available: http://doi.acm.org/10.1145/2892208.2892235

Reference 31

Resolution
metadata mismatch
arxiv_id, observed 2026-05-19T04:07:01.846755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:3a08c24f292c60531c49f4de826a9ae671a39dc29fe5f3176a6934a39b73cf11

Observation 737fcc29-2780-4637-bbb5-3bfed3b1479d · outbound

This paper cites LLMDFA : Analyzing dataflow in code with large language models.

BugScope: Learn to Find Bugs Like Human LLMDFA : Analyzing dataflow in code with large language models

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T04:07:02.354792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:2c0e3013a72ff0f49774867ecb9a26d6c44d090e2b838951a186a425345fc689

Observation 2c805032-181d-4d11-b5d8-81b869d2a519 · outbound

This paper cites KNighter: Transforming Static Analysis with LLM-Synthesized Checkers.

BugScope: Learn to Find Bugs Like Human KNighter: Transforming Static Analysis with LLM-Synthesized Checkers

Reference 33

Resolution
verified exact
arxiv_id, observed 2026-05-19T04:07:01.840675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:1213a69a7f76364d0e16ded31c8caed99e4af6f7b5a0acac6267e3d559c6a3a2

Observation d53e979f-68fd-4a2b-aa31-3eda649d5fb9 · outbound

This paper cites Rfcaudit: An llm agent for functional bug detection in network protocols.

BugScope: Learn to Find Bugs Like Human Rfcaudit: An llm agent for functional bug detection in network protocols

Reference 34

Resolution
verified exact
arxiv_id, observed 2026-05-19T04:07:01.912319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:7abc24938ac8911c76874f0adb754b813f21af2db8a35a450621b1164bf7de26

Observation 94301b7b-778c-4015-8b24-b9c4f36f1538 · outbound

This paper cites @esa (Ref.

BugScope: Learn to Find Bugs Like Human @esa (Ref

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T04:07:02.372068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:6871d7044b506bf422aaa00a38a9751a402da8393b6f6d31fc0dff55c529ef3d

Observation 83d8e877-2e5d-4d19-825e-de5afb66a265 · outbound

This paper cites an unresolved cited work.

BugScope: Learn to Find Bugs Like Human Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-05-19T04:07:02.405995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:b1677dde007e5459ddfb14e0cfb6ac00a74657b2605137cf2478cbbf8586ac74

Observation 2044e222-fd0b-43fb-9f75-625897d29cfc · outbound

This paper cites Recent studies have adopted two complementary paradigms for leveraging LLMs in bug detection: LLM-augmented program analysis and LLM-based autonomous agents.

BugScope: Learn to Find Bugs Like Human Recent studies have adopted two complementary paradigms for leveraging LLMs in bug detection: LLM-augmented program analysis and LLM-based autonomous agents

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-05-19T04:07:02.352237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-05-19T04:03:49.652113Z digest=sha256:2a051cccc45ab0e218f9c7676e6538d281171091269dd385f4df580b0ca55306

Pith citing papers

Observation 66418bce-2b0a-4b9a-b050-437aba262aad · inbound

Code Semantic Zooming cites this paper.

Code Semantic Zooming BugScope: Learn to Find Bugs Like Human

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-05-18T08:46:07.914180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-18T08:44:12.528878Z digest=sha256:b8b492a841641d53259df2c38706f143c4560358fac490d740439604ef202a75

Observation cb10faf8-2e90-456a-a952-599352a9fa13 · inbound

Code Semantic Zooming cites this paper.

Code Semantic Zooming BugScope: Learn to Find Bugs Like Human

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-04T11:11:43.833857Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T11:11:43.833857Z digest=sha256:389a34de8d686b88b7f2a8ea0b990a163f1374b4e097f8a0fe4fa2841764a04d

Observation 098d2ae2-d7eb-4641-b935-7f059b25ef26 · inbound

Veritas: Grounding LLM Agents for Reliable Vulnerability Reasoning over Stripped Binaries cites this paper.

Veritas: Grounding LLM Agents for Reliable Vulnerability Reasoning over Stripped Binaries BugScope: Learn to Find Bugs Like Human

Reference 21

Resolution
verified exact
local_arxiv, observed 2026-05-15T14:05:54.693052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T14:04:16.443346Z digest=sha256:b75ce9e5af93af9bf7058a337dac358fc8e36ff2b3062b1cf71e305bdff1fc13

Observation 62d179c8-da7f-45bc-832e-5a9f5780d8ad · inbound

Veritas: Grounding LLM Agents for Reliable Vulnerability Reasoning over Stripped Binaries cites this paper.

Veritas: Grounding LLM Agents for Reliable Vulnerability Reasoning over Stripped Binaries BugScope: Learn to Find Bugs Like Human

Reference 21

Resolution
unresolved
no resolver link, observed 2026-07-12T16:46:36.842198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T16:46:36.842198Z digest=sha256:d3660c22d05e609c665b4151838a6ad2c6710086caf7e3c3c9d3bafa31185546

Observation 03e111f2-009c-4921-942b-18074c938d54 · inbound

Veritas: Grounding LLM Agents for Reliable Vulnerability Reasoning over Stripped Binaries cites this paper.

Veritas: Grounding LLM Agents for Reliable Vulnerability Reasoning over Stripped Binaries BugScope: Learn to Find Bugs Like Human

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-02T14:03:36.031161Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T14:03:36.031161Z digest=sha256:6252c858c5af7fde8d1faed97c418cd78b6c3ef2188d0841d8f567ee6b2f824d