Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T12:41:46.783138Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 0 inbound Pith citation observations for arXiv:2505.24079.
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 2026-08-07T12:41:46.783138Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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
48 of 48 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation e1e62b22-dd42-43ca-a1a7-cabfb06c77ac · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization Fault localization using visualization of test information
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b940b82f-2dd2-44cd-b671-dae371f47c88 · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization Empirical evaluation of the tarantula automatic fault-localization technique
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9eaf4d9b-cde5-42d5-9238-783ad2b8e9a7 · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization Deepfl: Integrating multiple fault diagnosis dimensions for deep fault localization
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 727b63c0-0c0d-4767-b2ab-409f2f7511f2 · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization Fault localization with code coverage representation learning
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c1bc2aad-3d9a-4ac5-b379-8cda8b18fe7d · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization A model for spectra-based software diagnosis.ACM Transactions on software engineering and methodology (TOSEM), 20(3):1–32, 2011
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation bfc1ad1b-db0e-48d0-aa82-cc67303236cd · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization Fluccs: Using code and change metrics to improve fault localization
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b25da677-611d-479c-a48f-1fa39a26ddfe · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization Historical spectrum based fault localization.IEEE Transactions on Software Engineering, 47(11):2348–2368, 2019
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d6bf33d3-897f-4ae3-a2d1-0b634332a211 · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization Software fault localization using dstar (d*)
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 12d27702-a008-49d5-b2c2-aa2fecbd7b5f · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization Cnn-fl: An effective approach for localizing faults using convolutional neural networks
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f5f056a4-0f68-42b7-a88c-327f63ffcd3e · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization Mitigating the effect of class imbalance in fault localization using context-aware generative adversarial network
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e92b4183-54c7-4c93-91b0-67aa0757f5ae · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization A deep semantics-aware data augmentation method for fault localization.Information and Software Technology, 168:107409, 2024
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5dceffb9-000e-44f6-96bb-df700946548c · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization A light-weight data augmentation method for fault localization
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3b9dd361-3374-4502-8b1d-a6250e9dbcda · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization A universal data augmentation approach for fault localization
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e587213c-7607-4786-90b8-e69521746dea · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization On the accuracy of spectrum-based fault localization
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ec652454-b84f-40f5-89c0-6b8667afa4c0 · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization A study of effectiveness of deep learning in locating real faults.Information and Software Technology, 131:106486, 2021
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6873f492-1499-4ce8-b61f-d7483b34cc67 · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization Fault localization analysis based on deep neural network.Mathematical Problems in Engineering, 2016(1):1820454, 2016
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4fc67257-564b-43e0-a606-a2d444fb982f · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization Practitioners’ expectations on automated fault localization
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d8d2f3cc-e5d2-4f31-9c72-c99ab4911bbb · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization Codeflaws: a programming competition benchmark for evaluating automated program repair tools
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2cbad59e-b22f-4391-aace-4017e3c2e739 · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization Classification of imbalanced data: A review.Interna- tional journal of pattern recognition and artificial intelligence, 23(04):687–719, 2009
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6054e4a5-a946-4b48-87ab-653ec20cd316 · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization Learning from imbalanced data.IEEE Transactions on knowledge and data engineering, 21(9):1263–1284, 2009
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 281479d4-a68c-4fe3-9b70-bacf66e00708 · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization Effects of class imbalance in test suites: an empirical study of spectrum-based fault localization
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 55ff41e2-648d-4123-9d1e-4d3c5f9445ed · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization Program slicing.IEEE Transactions on software engineering, (4):352–357, 2009
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c13e0220-8ea0-48c5-bb2b-7d6c1429cdd6 · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization Linear discriminant analysis.Robust data mining, pages 27–33, 2013
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5c1ca300-1058-4e6c-bb10-8a3888f18083 · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization Principal component analysis.Wiley interdisciplinary reviews: computational statistics, 2(4):433–459, 2010
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 68018337-4aa4-45cd-8c84-b3833f5c1733 · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization mixup: Beyond Empirical Risk Minimization
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c2f3abff-9100-4c5f-8939-f46a8d51fdff · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization Generative adversarial networks.Communications of the ACM, 63(11):139–144, 2020
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f439be09-3d71-4944-a263-eb9c82ef9f11 · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization Conditional variational autoencoder with adversarial learning for end-to-end text-to-speech
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation bad88d04-e476-44f9-b8dc-255dd75b70f8 · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization Generative adversarial networks (gans) challenges, solutions, and future directions.ACM Computing Surveys (CSUR), 54(3):1–42, 2021
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 28b8669b-03e8-4fcc-9781-8d93561c46f1 · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization Dynamic program slicing.ACM SIGPlan Notices, 25(6):246–256, 1990
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8b377b3b-f06e-4f73-9bdb-704a62862a3b · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization Feature selection using principal component analysis
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e7dadbea-cca0-4baa-b8c3-b73ded6a4f00 · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization Classifier-Free Diffusion Guidance
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f30c339e-0472-495a-9b69-5966ff1534f0 · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization Denoising diffusion probabilistic models.Advances in neural information processing systems, 33:6840–6851, 2020
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 18c5cffe-25f9-437e-9402-9ac25d0b91a5 · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization Auto-encoding variational bayes, 2013
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a80727f2-62d9-44bf-8ecd-3623e9ea91df · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization U-net: Convolutional networks for biomedical image segmentation
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca83e642-eaa2-4352-8f86-9943292c0d46 · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization Attention is all you need.Advances in neural information processing systems, 30, 2017
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e5c4b08-0c99-4e4c-bb9f-ee12f677dba0 · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization Effective statistical fault localization using program slices
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 228b1f97-211b-4033-943c-c8cc9818f980 · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization A brief survey of program slicing.ACM SIGSOFT Software Engineering Notes, 30(2):1–36, 2005
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0ba0a7cc-ccb1-4fa7-9c00-e057a6465f52 · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization Diffusion models beat gans on image synthesis.Advances in neural information processing systems, 34:8780–8794, 2021
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d5f0df9c-735c-4a97-8f9e-c3bd6af0343f · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization Dpm-solver: A fast ode solver for diffusion probabilistic model sampling in around 10 steps.Advances in Neural Information Processing Systems, 35:5775–5787, 2022
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 975062b3-ce31-4ddf-b3d4-258bf0b6fb1a · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization A theoretical analysis of the risk evaluation formulas for spectrum-based fault localization.ACM Transactions on software engineering and methodology (TOSEM), 22(4):1–40, 2013
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c169bf7a-b9e1-43b1-acfc-f9c082bb2956 · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization Defects4j: A database of existing faults to enable controlled testing studies for java programs
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 16428a92-04e9-44d2-a0fd-8ca392b3893d · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization Evaluating & improving fault localization techniques.University of Washington Department of Computer Science and Engineering, Seattle, WA, USA, Tech
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 17147611-b333-4f86-837b-d96445a30ce6 · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization An evaluation of similarity coefficients for software fault localization
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation eef194d1-7046-43ad-bc69-40f47a64e0c8 · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization Spectrum-based multiple fault localization
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 515c014d-13ff-49e6-895c-f55f8f231f44 · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization Ietcr: An information entropy based test case reduction strategy for mutation-based fault localization.IEEE Access, 8:124297–124310, 2020
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5a87031a-d755-44e0-8d5c-0d9d1e0771bd · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization A theoretical study: The impact of cloning failed test cases on the effectiveness of fault localization
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 38bcc632-6e3f-4a4a-89c8-8394fbe6375f · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization A theoretical analysis on cloning the failed test cases to improve spectrum-based fault localization.Journal of Systems and Software, 129:35–57, 2017
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7a61563b-bfa1-4419-8810-47f0cb31f55d · outbound
Principal Context-aware Diffusion Guided Data Augmentation for Fault Localization Improving deep-learning-based fault localization with resampling.Journal of Software: Evolution and Process, 33(3):e2312, 2021
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
No inbound Pith citation observations are available.