Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T11:29:38.532582Z
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 0 inbound Pith citation observations for arXiv:2504.15474.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T11:29:38.532582Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
59 of 59 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 22e358a1-0368-4644-8219-02081d78e081 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok An Empirical Study on Leveraging Images in Automated Bug Report Reproduction
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f4360cb8-0d5f-4b61-9f30-c319e5a12929 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Gifdroid: Automated replay of visual bug reports for android apps,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 369024ca-f95e-46fe-9250-a2c94b843ead · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Auto-icon: An automated code generation tool for icon designs assisting in ui development,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 4ab3100f-52a1-4de2-af0a-db40d4d75527 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Read it, don’t watch it: Captioning bug recordings automatically,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation b10612d4-d7ba-4bdd-965c-d0a03ef666ea · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Gifdroid: an automated light-weight tool for replaying visual bug reports,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 49bce03f-21e7-40e0-93d4-fc99727359cc · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Agent-based software testing: A definition and systematic mapping study,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 5d32a7cf-6c20-49d5-bda2-46e9d42e1a7c · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Agent-oriented approaches for model-based software testing: A mapping study,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation a96f32b9-c8f6-4950-a563-9837d9e6fdd5 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Meet claude,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 38eb28ac-ee55-420f-9dfa-e974df268588 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Droidbot: a lightweight ui-guided test input generator for android,
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c6c3577a-1a83-4e10-be13-b4e1cca8afe3 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Ui/application exerciser monkey,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 34f2405f-2872-4f0b-9d2e-3cbf4b315891 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Make LLM a Testing Expert: Bringing Human-like Interaction to Mobile GUI Testing via Functionality-aware Decisions
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5874e1fe-8ff0-42ad-8538-f7cf455be135 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Agent-based software engineering,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 2049a576-bfa3-4071-b1a6-6f19411d10db · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Amazon.com: Aws device farm,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation cdd257fa-dc7c-478e-a79a-f901c4f69276 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Google.com: Google firebase test lab,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation c0c41956-1e12-477f-8952-49910ef59098 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Virtual device farms for mobile app testing at scale: A pursuit for fidelity, efficiency, and accessibility,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation d69bab00-32aa-4ef8-bbc1-8c9ca9e57740 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Top 10 cloud service providers globally in 2022,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation c8080617-129f-4e12-a48a-c39cadf97a9c · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Dynamic binary translation,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 46b1ac27-2067-4e57-af9e-f25bc578a8fc · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Sleight of arm: Demystifying intel houdini,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 687eb761-9075-4f81-a20a-2452d62079db · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Android: Wifimanager,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 93551bd0-6914-413e-9312-6e435e51584d · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Android: Dctracker,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation cc71adb0-355a-4dfa-85bb-39cf36497734 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok The Dawn of LMMs: Preliminary Explorations with GPT-4V(ision)
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c5dcecab-9664-4274-b698-6136070cf5a1 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Google accessibilitynodeinfo,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 286a22d7-461a-4258-be0b-a511f6cc39da · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Prompting Is All You Need: Automated Android Bug Replay with Large Language Models
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 36e25ac2-b2ef-4f16-aca9-d816a19102d8 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Mud: Towards a large-scale and noise-filtered ui dataset for modern style ui modeling,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 3be7497f-5e43-4b21-bd15-90879e53d182 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Language mod- els are few-shot learners,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ea348e77-b9f9-49c8-8d41-e4b41a988715 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Android debug bridge (adb) - android developers,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f614526d-c900-42b0-8ee6-b0a1a2b22b90 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Introducing chatgpt,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 0e02f6f4-d903-4355-8345-3e20788adafd · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Android uiautomator2 python wrapper,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation d7ca7435-1852-40d2-92dc-5df1c0e4e1be · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Video2action: Reducing human interactions in action annotation of app tutorial videos,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 5cf1cf64-1cc3-4545-a337-9b6a3c84db87 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Prompting is all you need: Automated android bug replay with large language models,
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a8a88474-885e-4542-b145-aedc7553271f · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Humanoid: A deep learning- based approach to automated black-box android app testing,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 5ddda9ab-a1b5-4884-90a0-d89b9cf8ca3f · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Wilcoxon-mann-whitney or t-test? on assumptions for hypothesis tests and multiple interpretations of decision rules,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 0232533d-8779-4e75-a31f-7a9c56a2d43d · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Fastbot2: Reusable automated model-based gui testing for android enhanced by reinforcement learning,
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ed43f53-9426-4142-ab38-5f7076dadc71 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Continuous deployment at facebook and oanda,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation c4a01a52-88b1-4649-bc02-1fa1d475c2a2 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Test selection for unified regression testing,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 49bf263c-18bd-4926-a622-904cdd6fce56 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Unveiling the tricks: Automated detection of dark patterns in mobile applications,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 70357d97-e543-4407-bce2-4bb11ae5d288 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Sapienz: Multi-objective automated testing for android applications,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e702b770-1d69-454f-ad39-e28e2e71fd0a · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Droidfuzzer: Fuzzing the android apps with intent-filter tag,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 6483ca60-2c27-498a-be43-0cf217678eb6 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Guided gui testing of android apps with minimal restart and approximate learning,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 251b4ba2-1435-4ee5-bca4-576e3558095b · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Practical gui testing of android applications via model abstraction and refinement,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 1c45e74d-cd29-4f01-99f7-07715f05c227 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Psychologically- inspired, unsupervised inference of perceptual groups of gui widgets from gui images,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 89922da7-06dc-4765-ac41-34963a7d71cc · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Uied: a hybrid tool for gui element detection,
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 09415d48-63d9-434c-b13c-492fb370cb2a · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Automated concolic testing of smartphone apps,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation f3c990e4-358f-4e34-9f60-b3b0b7708495 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Gallery dc: Auto-created gui component gallery for design search and knowledge discovery,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 24846af4-b355-4dff-9ed9-aa324c7d99e7 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Gallery dc: Design search and knowledge discovery through auto-created gui component gallery,
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f38e7f20-c9f9-4b8d-a8bc-500f4cfc897c · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Feedback-driven automated whole bug report reproduction for android apps,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 1c807613-207c-4e44-b4b2-c4dac6b032e4 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Reran: Timing-and touch-sensitive record and replay for android,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation ad9cb851-0779-4f70-8066-201b025c1a22 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Towards efficient record and replay: A case study in wechat,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 0bbebab8-21f4-418c-a7f7-7bdc42e6bfad · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Efficiency matters: Speeding up automated testing with gui rendering inference,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation b9758e10-2664-49f7-9bca-76edcc19ecd6 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Sikuli: using gui screenshots for search and automation,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation af588e8f-e8e6-41fc-a839-acdd9348c52c · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok How do developers test android applications?
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 1160a44f-62de-48e9-b8b0-192b108939f1 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Appflow: using machine learning to synthesize robust, reusable ui tests,
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 88ec6bfd-3177-49bb-af0b-1ff8a8c6b502 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Enabling cost-effective ui automation testing with retrieval-based llms: A case study in wechat,
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 91b6a84f-278f-4c81-8e4e-e080ab03ed38 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Agent-based test management for software system test,
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 7f9172f3-4913-4dd8-a6ce-92d00a939cfc · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok A systematic review of agent-based test case generation for regression testing,
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 9870146e-b7d6-4f27-a360-250ed1bc5049 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Test agents: The next generation of test cases,
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 074127d6-f9c9-499c-a1dc-20397ee8b236 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Towards automation in software test life cycle based on multi- agent,
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 327b196d-0794-4c26-82ff-ffdfbe130cb8 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok A new approach in development of distributed framework for automated software testing using agents,
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8a146fdb-1862-4ba6-a69d-9576b59ddcf9 · outbound
Agent for User: Testing Multi-User Interactive Features in TikTok Multi-agent-based integrated framework for intra-class testing of object-oriented software,
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
No inbound Pith citation observations are available.