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Paper Citation Record · LEDGER

Agentic Discovery and Validation of Android App Vulnerabilities

As of 19 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 1 inbound Pith citation observation for arXiv:2508.21579.

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

pith.paper-citation-record.v1
2508.21579 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:44:52.852978Z

measured 47 of 47 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-10T19:03:11.074339Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-10T23:30:52.612463Z

Reference resolution

46 of 46 outbound references displayed

  • verified exact1
  • verified fuzzy33
  • unresolved11
  • parse uncertain1
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cb292c54-b241-4d21-b1b9-56f335bb6375 · outbound

This paper cites Android app statistics 2024.

Agentic Discovery and Validation of Android App Vulnerabilities Android app statistics 2024

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:44:53.523824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.689243Z digest=sha256:d1bc88e58348591b82025d84c19d7f9c0e4c408ba27bfc5030683e8c3bd2f73b

Observation 4b7da8d9-6da7-42a5-b056-d1ecaa827bbf · outbound

This paper cites 2024 mobile security index report.

Agentic Discovery and Validation of Android App Vulnerabilities 2024 mobile security index report

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:44:53.513965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.693359Z digest=sha256:d26b8bc00480d00e5cab9b934f57e38aaa2f8e36f324167fa320a21c34110686

Observation 200532b3-9df9-4c12-876f-12757be38b17 · outbound

This paper cites Source code analysis tools, 2024.

Agentic Discovery and Validation of Android App Vulnerabilities Source code analysis tools, 2024

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:44:53.504479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.696912Z digest=sha256:2cbcdbc1869e5594d772910aee63737a76a859cb73bb3275adff103cff1f9ba5

Observation 5a24d8d2-9687-4da7-a6e0-6e453dd6f313 · outbound

This paper cites Flow- droid: Precise context, flow, field, object-sensitive and lifecycle-aware taint analysis for android apps.

Agentic Discovery and Validation of Android App Vulnerabilities Flow- droid: Precise context, flow, field, object-sensitive and lifecycle-aware taint analysis for android apps

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:44:53.494779Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.700597Z digest=sha256:0ee470a33a1a652d0e0e75ee3aab92efa7b9b6ca48acd0e8628dbf1cf6eb5451

Observation 39586d16-0936-424f-97f1-3850bd234de1 · outbound

This paper cites MobSF: Mobile security framework,.

Agentic Discovery and Validation of Android App Vulnerabilities MobSF: Mobile security framework,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:44:53.484773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.704222Z digest=sha256:8fc3cc8647b4931b67030e9d1b47dbfbdfab4966510c467624b2b846f3f88e02

Observation 301e60a6-39f7-4a13-8fb0-ac3d54f3f26c · outbound

This paper cites APKHunt: A comprehensive static code analysis tool for android apps, 2024.

Agentic Discovery and Validation of Android App Vulnerabilities APKHunt: A comprehensive static code analysis tool for android apps, 2024

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:44:53.474989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.707939Z digest=sha256:5f12d090b60bc5aa840c52ec19c12a0cf1b38e6a570d7186014fed45291c48ff

Observation a55b0e6d-f1fb-4ec6-8dac-8683bccc5856 · outbound

This paper cites Under- standing security mistakes developers make: Qualitative analysis from build it, break it, fix it.

Agentic Discovery and Validation of Android App Vulnerabilities Under- standing security mistakes developers make: Qualitative analysis from build it, break it, fix it

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:44:53.465254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.711464Z digest=sha256:9919b63efe359c1a7b08ebefb1cb1ceca209815d23fc1ff7ec1c78d58436c0bc

Observation 02ad9357-4217-4515-bfb4-ef14995749d4 · outbound

This paper cites an unresolved cited work.

Agentic Discovery and Validation of Android App Vulnerabilities Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:44:53.455546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.715178Z digest=sha256:e85194230a2ec25562f3db48255fe4470fe93e55d63c57cd4d26e2e113668a4b

Observation c1e9e936-9f89-410f-b45c-396c37791dae · outbound

This paper cites Dynamic application security test- ing, 2024.

Agentic Discovery and Validation of Android App Vulnerabilities Dynamic application security test- ing, 2024

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:44:53.445953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.718512Z digest=sha256:322b5f364dd2d90ac58f6f15828af4d7dc145d7812b0ee32ae475fb2b4c0ab71

Observation fc2d4dbe-debb-4ca9-99f8-1bc3ccc75a3d · outbound

This paper cites Dynamic security anal- ysis on android: A systematic literature review.

Agentic Discovery and Validation of Android App Vulnerabilities Dynamic security anal- ysis on android: A systematic literature review

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:44:53.436402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.722073Z digest=sha256:ab23ce5c040a5dbbee41137aa3d9dea51aa91b5aa4896fc2fd540e769f4d9357

Observation 9c0447f3-f9e2-4d11-b7eb-ecdf3261e084 · outbound

This paper cites Bissyandé, Jacques Klein, and Yves Le Traon.

Agentic Discovery and Validation of Android App Vulnerabilities Bissyandé, Jacques Klein, and Yves Le Traon

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:44:53.426577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.726285Z digest=sha256:fbfefae8fae3035dbf3f37bd8c0be3107c0820388c25b785eabf00401eccd8c1

Observation a387742c-1fa4-4595-801e-08d56a012fc4 · outbound

This paper cites Android components, 2024.

Agentic Discovery and Validation of Android App Vulnerabilities Android components, 2024

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:44:53.415831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.730056Z digest=sha256:aca7f596b8b29102e328d14ae63f251beba95c715b81904b865356ea4a60445f

Observation a6aa9c21-c881-4b98-bdde-ab7091d4d362 · outbound

This paper cites Dva: Extracting victims and abuse vectors from android accessibility malware.

Agentic Discovery and Validation of Android App Vulnerabilities Dva: Extracting victims and abuse vectors from android accessibility malware

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:44:53.405628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.733728Z digest=sha256:c3ee5dc5b86a243f7567d38249a5ccbaedb8cc9f30f2b3f9d5be77e29de4bbe8

Observation fab4fbaf-5e7a-4e45-b472-48a1f7cf4bc1 · outbound

This paper cites A comprehensive study on static application security testing (sast) tools for android.

Agentic Discovery and Validation of Android App Vulnerabilities A comprehensive study on static application security testing (sast) tools for android

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:44:53.395143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.737245Z digest=sha256:d1c2e9a2f8a1740efdad90396999c83b40454f79223c3bdb1db068e3e3fd8288

Observation dc6f72e5-44f0-430d-9adf-839a966ca617 · outbound

This paper cites Static code analysis, 2024.

Agentic Discovery and Validation of Android App Vulnerabilities Static code analysis, 2024

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:44:53.385331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.740841Z digest=sha256:b966c409e8b983aecc814c049e704a0790a9876c080f0edfa4bcc8226239eecb

Observation 4e889d04-68e0-4afa-8b33-878a84d80d13 · outbound

This paper cites QARK: Quick android review kit, 2019.

Agentic Discovery and Validation of Android App Vulnerabilities QARK: Quick android review kit, 2019

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:44:53.375293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.744040Z digest=sha256:bc622737fe854e7c816080f2aea968536b6d8b3e3b181a5f5690f32522912d8b

Observation acda0f8b-f051-466c-add9-16d121fb09b7 · outbound

This paper cites AndroBugs: An efficient android vulner- ability scanner, 2016.

Agentic Discovery and Validation of Android App Vulnerabilities AndroBugs: An efficient android vulner- ability scanner, 2016

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:44:53.364744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.747190Z digest=sha256:b9e012ac22431d3ed48bef043e9db56dcbe9e94ea5358a08a8773fde9278ccca

Observation 0dbbe7f3-2258-4f8d-b741-b373e6db4c67 · outbound

This paper cites Amandroid: A precise and general inter-component data flow analysis framework for security vetting of android apps.

Agentic Discovery and Validation of Android App Vulnerabilities Amandroid: A precise and general inter-component data flow analysis framework for security vetting of android apps

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:44:53.354054Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.750486Z digest=sha256:dcefcfe7cb5c122e8bbdee20798cab4df6bdd2f9ffb2342aea132c0513fc5de7

Observation a0c4febe-7b03-40d7-a41c-07af8fe48984 · outbound

This paper cites Gordon, Deokhwan Kim, Jeff H.

Agentic Discovery and Validation of Android App Vulnerabilities Gordon, Deokhwan Kim, Jeff H

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:44:53.343674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.753918Z digest=sha256:b8b22a705a201c9e2772b6450dff53ea2811872f2d02a7a5e99c531cd3b052a2

Observation 09cfd32e-65b7-496e-b0d2-0fc40155fc0c · outbound

This paper cites LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights.

Agentic Discovery and Validation of Android App Vulnerabilities LLMs in Software Security: A Survey of Vulnerability Detection Techniques and Insights

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-15T16:44:52.757998Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:44:52.757998Z digest=sha256:6734212b9cd2b5f6f91d3efb0c34d59270f26c7f3d554053d2058bac639cff11

Observation d992b86a-6731-4a0f-9505-7499249bd97e · outbound

This paper cites Gptscan: Detecting logic vulnerabilities in smart contracts by combining gpt with program analy- sis.

Agentic Discovery and Validation of Android App Vulnerabilities Gptscan: Detecting logic vulnerabilities in smart contracts by combining gpt with program analy- sis

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:44:53.333681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.762199Z digest=sha256:9b4baf633196b6fcd3f5ad4ea2720c81f5bbb9da363867f0c1370040b7d67736

Observation 2ebf0d86-cb3e-4a7e-921d-ce807d8143e0 · outbound

This paper cites Autodroid: Llm-powered task automation in android.

Agentic Discovery and Validation of Android App Vulnerabilities Autodroid: Llm-powered task automation in android

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:44:53.323610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.765516Z digest=sha256:dbca7aaf602318696447d68f6ba12ecc7850fece2f8d02d5a98352cf75b4cc8a

Observation 7c262738-6125-49ed-a8c5-93e8cdc1e489 · outbound

This paper cites Au- tonomous llm agents for vulnerability exploitation: Ca- pabilities and limitations.

Agentic Discovery and Validation of Android App Vulnerabilities Au- tonomous llm agents for vulnerability exploitation: Ca- pabilities and limitations

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:44:53.313328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.768964Z digest=sha256:726a51324554c99b37d7c8bac0e270f3a2cb78041b474e49f8a82c82ccad2488

Observation c264806a-c3ac-41a2-af91-53a4bf9de826 · outbound

This paper cites Langgraph.

Agentic Discovery and Validation of Android App Vulnerabilities Langgraph

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:44:53.297651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.776800Z digest=sha256:99fdd11591d68fdae54add494a4307f652088dd716d19347d972c092672570c7

Observation d309b7b4-cd8b-4255-8fee-c01ff197750d · outbound

This paper cites an unresolved cited work.

Agentic Discovery and Validation of Android App Vulnerabilities Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:44:53.287988Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.780218Z digest=sha256:857491ac81e215de493c9df431cba47afe6bf2c41c6b97830b315c10fb1d04e1

Observation 03d63470-2c9e-4666-b9d4-9cbd2f887b6d · outbound

This paper cites Androidguard: Android manifest analy- sis tool, 2024.

Agentic Discovery and Validation of Android App Vulnerabilities Androidguard: Android manifest analy- sis tool, 2024

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:44:53.278635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.783455Z digest=sha256:806d23ec26cbd29bcdb7a963d91413dcbe8a42dfe94b03255fcafb5d5d6f4c2d

Observation a3f18425-38e7-474a-8486-aaa5e259170a · outbound

This paper cites an unresolved cited work.

Agentic Discovery and Validation of Android App Vulnerabilities Unresolved cited work

Reference 27

Resolution
parse uncertain
raw_fallback, observed 2026-08-15T16:44:53.268889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.787226Z digest=sha256:c6c2ac66b23a9b384c22cc2ce256c5e9dd0f93da580cd25c9876bfa075bbe7e3

Observation b568d320-195a-43f2-bedb-ad71ecaccae8 · outbound

This paper cites VLM-Fuzz: Vision Language Model Assisted Recursive Depth-first Search Exploration for Effective UI Testing of Android Apps.

Agentic Discovery and Validation of Android App Vulnerabilities VLM-Fuzz: Vision Language Model Assisted Recursive Depth-first Search Exploration for Effective UI Testing of Android Apps

Reference 28

Resolution
verified exact
local_arxiv, observed 2026-08-15T16:44:53.143070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.791465Z digest=sha256:c97855e0175ed9f93894a6e88ce00c28bea910f0788fdc59ff91e4adcdc9a845

Observation 6ef2bda4-b490-4d0f-ba23-09397054c289 · outbound

This paper cites Seeing is Believing: Vision-driven Non-crash Functional Bug Detection for Mobile Apps.

Agentic Discovery and Validation of Android App Vulnerabilities Seeing is Believing: Vision-driven Non-crash Functional Bug Detection for Mobile Apps

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-15T16:44:52.794998Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:44:52.794998Z digest=sha256:3ec26908feef1de94cfa22408f1e5b386f6961bb85c10f3994979e9555e176f7

Observation f6cbbc0d-6d0f-4399-a914-9fa009b6cfd5 · outbound

This paper cites An empirical study of functional bugs in android apps.

Agentic Discovery and Validation of Android App Vulnerabilities An empirical study of functional bugs in android apps

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:44:53.259063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.798611Z digest=sha256:426828a5b3d93744f5243aea9a67f632e106a49f546809302f0274ca849c91a6

Observation 1ab53e52-5d3d-486b-bfe1-e12606a680e3 · outbound

This paper cites A1: Autonomous multi- agent system for blockchain security enhancement through real-time exploit generation and validation.

Agentic Discovery and Validation of Android App Vulnerabilities A1: Autonomous multi- agent system for blockchain security enhancement through real-time exploit generation and validation

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-15T16:44:52.805831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:44:52.805831Z digest=sha256:1118d73925f2331a800dcfbe733aafb83cd3384b83b41af6048421102ee36687

Observation f5ae40a6-6819-4c1d-b060-41185c4ee9cd · outbound

This paper cites https://secure-it-i.bitbucket.

Agentic Discovery and Validation of Android App Vulnerabilities https://secure-it-i.bitbucket

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:44:53.248862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.808985Z digest=sha256:fa38f3143f0f410e037016f93547b2f7d3739927abed5e99809ad75f1782accf

Observation cc2a38c3-f35e-46e6-ae0c-041c453571af · outbound

This paper cites Introduction to fuzzing android native components.

Agentic Discovery and Validation of Android App Vulnerabilities Introduction to fuzzing android native components

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:44:53.238670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.812242Z digest=sha256:284ff94b3d8b6865042eebdfd7ee122e2a07c5398dfdc1d9889a1b3549e60410

Observation b2318ab0-a925-48d4-aa2f-77176de138d9 · outbound

This paper cites Fuzzing android: A recipe for uncover- ing vulnerabilities inside system components in android.

Agentic Discovery and Validation of Android App Vulnerabilities Fuzzing android: A recipe for uncover- ing vulnerabilities inside system components in android

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:44:53.228965Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.815757Z digest=sha256:947d75c8bdb7619ec2759de9ab3697f2f0f1bcfb91a92d0edeb5befa4db02bca

Observation 0062d8ef-8aac-45a3-94e4-ab1e7e3fe85b · outbound

This paper cites Trueseeing: Non-decompiling android application vulnerability scanner, 2024.

Agentic Discovery and Validation of Android App Vulnerabilities Trueseeing: Non-decompiling android application vulnerability scanner, 2024

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:44:53.218678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.819752Z digest=sha256:8e955c264bf23ce179849328b7c16669195785c0abfc46362efaee66614a334d

Observation 2e06c61c-b220-462f-a9b6-6d063970f203 · outbound

This paper cites Long-context function calling degradation in language models, 2024.

Agentic Discovery and Validation of Android App Vulnerabilities Long-context function calling degradation in language models, 2024

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:44:53.207541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.823048Z digest=sha256:5714e9daf8e8e24e67b19deddde4d7a8c4daf3e8bef76aefe40c63ba56ae53da

Observation d3bfc2cc-6a03-4894-8bdd-1d3cc332b208 · outbound

This paper cites Gui-squatting attack: Automated genera- tion of android phishing apps.

Agentic Discovery and Validation of Android App Vulnerabilities Gui-squatting attack: Automated genera- tion of android phishing apps

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:44:53.197150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.826152Z digest=sha256:7a38627504f2ee82074928f21e8fbe009c501cb5e253b886a79b195dd95a07bf

Observation c45c4dd3-830b-492f-bb9d-f07245ce7d06 · outbound

This paper cites Llmdroid: Enhancing automated mobile app gui test- ing coverage with large language model guidance.

Agentic Discovery and Validation of Android App Vulnerabilities Llmdroid: Enhancing automated mobile app gui test- ing coverage with large language model guidance

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:44:53.186058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.829615Z digest=sha256:1c6d75144109020f879d428bcea96ab9d1a078a576a71e87a02adb35b42719ea

Observation c6cf7c2e-9736-4a55-bec4-0ed8bb0b5f70 · outbound

This paper cites Guardian: A runtime framework for llm- based ui exploration.

Agentic Discovery and Validation of Android App Vulnerabilities Guardian: A runtime framework for llm- based ui exploration

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:44:53.175080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.832843Z digest=sha256:704c2b55f630bbb1779edefd82f3e421cd560a92737a314f0a19883290b55075

Observation 8380cff3-edb4-4195-9c45-8386e34f017f · outbound

This paper cites Frontier ai’s im- pact on the cybersecurity landscape.

Agentic Discovery and Validation of Android App Vulnerabilities Frontier ai’s im- pact on the cybersecurity landscape

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-15T16:44:52.836136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:44:52.836136Z digest=sha256:a2f60133711a62273dc9d8d5b31bade38b4dc23bbfaf0478a71bb919b75eaf18

Observation 476a7a87-6918-4f5c-a158-5168df5f83a2 · outbound

This paper cites Cybergym: Evaluating ai agents’ cybersecurity capabilities with real-world vul- nerabilities at scale.

Agentic Discovery and Validation of Android App Vulnerabilities Cybergym: Evaluating ai agents’ cybersecurity capabilities with real-world vul- nerabilities at scale

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-15T16:44:52.839090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:44:52.839090Z digest=sha256:cc13fa178fc14010b889b7ec2b5495c7dbc2e08bc9cec36505f3ef56102cf586

Observation b7d79541-be65-462b-a18e-c039802b3d38 · outbound

This paper cites Zhang, Joey Ji, Celeste Menders, et al.

Agentic Discovery and Validation of Android App Vulnerabilities Zhang, Joey Ji, Celeste Menders, et al

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-15T16:44:52.842643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:44:52.842643Z digest=sha256:58f5900416171eff0cc3e18ef161b5685f1d9c2cb117a14acfef75a93129b929

Observation 90872a6b-0598-4ec2-84cc-64f355d71888 · outbound

This paper cites Prompting is all your need: Automated android bug replay with large language models.

Agentic Discovery and Validation of Android App Vulnerabilities Prompting is all your need: Automated android bug replay with large language models

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:44:53.164034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-15T16:44:52.845889Z digest=sha256:68afe683160cfdad2886baf5b3953b46ea01f0375db6138d122bb1900d7092a0

Observation 31d91354-2dbc-490f-a08f-4d8ff1c440c7 · outbound

This paper cites LLM Agents can Autonomously Hack Websites.

Agentic Discovery and Validation of Android App Vulnerabilities LLM Agents can Autonomously Hack Websites

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-15T16:44:52.849345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:44:52.849345Z digest=sha256:db8c907a364459d0fb78d0a8ae355927beaacd61940eea0d204b90dd6a50adef

Observation da90f123-a8ad-4aff-95ed-c7c91869245c · outbound

This paper cites Teams of LLM Agents can Exploit Zero-Day Vulnerabilities.

Agentic Discovery and Validation of Android App Vulnerabilities Teams of LLM Agents can Exploit Zero-Day Vulnerabilities

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-15T16:44:52.852978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:44:52.852978Z digest=sha256:7eda8fe5e25d2516266d94c22921eed0d4d986dfa2a03182bd4c3beeaa9cf3b5

Observation 107ad79c-41d8-4752-9b4c-debfc63202f1 · outbound

This paper cites an unresolved cited work.

Agentic Discovery and Validation of Android App Vulnerabilities Unresolved cited work

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-15T16:44:52.801817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:44:52.801817Z digest=sha256:0c528e9b844fa66cfa3cae816949eb04c827dcb6d65d02e756dec4d1649c4b2f

Pith citing papers

Observation df7b57b2-0cfe-44e3-8714-c9ba923e4f2c · inbound

A Multi-Agent Framework for Automated Exploit Generation with Constraint-Guided Comprehension and Reflection cites this paper.

A Multi-Agent Framework for Automated Exploit Generation with Constraint-Guided Comprehension and Reflection Agentic Discovery and Validation of Android App Vulnerabilities

Reference 50

Resolution
malformed identifier
arxiv_id, observed 2026-05-10T23:30:52.615179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-05-10T19:03:11.074339Z digest=sha256:38d41ad6e62f00fd3bbffed4d3208516279915db3915e33e0f1a443354af0c98