Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T05:41:55.078785Z
Paper Citation Record · LEDGER
As of 12 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 0 inbound Pith citation observations for arXiv:2412.17317.
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 2026-08-11T05:41:55.078785Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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
55 of 55 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 281c79bc-19a9-4347-acc5-2487191cb872 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Predicting the Location and Number of Faults in Large Software Systems.IEEE Transactions on Software Engineering
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4efb1002-452c-4f59-b87b-fda7ddab744d · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Benchmarking Classification Models for Software Defect Prediction: A Proposed Framework and Novel Findings
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9e4cc584-270c-4b62-ac41-620e8aefcc5f · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction A Systematic Literature Review on Fault Prediction Performance in Software Engineering
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d52b61aa-b146-42c9-b09d-a3b4cbd34575 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Data Mining Static Code Attributes to Learn Defect Predictors
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ff4225b2-df19-41fe-ae3e-52c7a3021ed7 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Within-Project Defect Prediction of Infrastructure-as-Code Using Product and Process Metrics
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c3ac8258-74cb-40ef-8aa2-566b485d95cc · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction An Improved SDA Based Defect Prediction Framework for Both Within-Project and Cross-Project Class-Imbalance Problems
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 9e74fe67-8108-40a5-b23c-bc9339d23127 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction An investigation on the feasibility of cross-project defect prediction
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e9a6c823-58e0-4091-9fd4-3404880adf13 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction On the relative value of cross-company and within-company data for defect prediction.Empirical Software Engineering
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3d63677a-7071-4688-90b4-34a56bf58000 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Cross versus Within-Company Cost Estimation Studies: A Systematic Review.IEEE Transactions on Software Engineering
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d7ef99a6-3a50-4454-a271-a8daa68b1af8 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Multi-objective Cross-Project Defect Prediction
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 5930ea66-adf9-45ed-9984-804dc9d58cee · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction A Systematic Literature Review and Meta-Analysis on Cross Project Defect Prediction
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0bfaa089-e1bc-4b27-8fde-3e8d38e178ac · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Do too many cooks spoil the broth? Using the number of developers to enhance defect prediction models
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2b0e27b2-9951-4728-ad8f-8c41b783ee8e · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction On the Multiple Sources and Privacy Preservation Issues for Heterogeneous Defect Prediction
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e86a953c-60ab-4d54-b829-7503a516c284 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction LACE2: Better Privacy-Preserving Data Sharing for Cross Project Defect Prediction
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 45562333-c2d8-4f06-b221-d9efe5f97c10 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Towards Privacy Preserving Cross Project Defect Prediction with Federated Learning
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 2d9a8f43-a6d6-4eaa-801e-00cbb9599be1 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Federated Learning for Software Engineering: A Case Study of Code Clone Detection and Defect Prediction.IEEE Transactions on Software Engineering
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5747ac3a-4ec3-4822-8f5a-5f1c2cf7d849 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Exploring the under-explored terrain of non-open source data for software engineering through the lens of federated learning
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 90728630-0fe0-48a8-8190-b479b083b607 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction SCAFFOLD: Stochastic Controlled Averaging for Federated Learning
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ba01e23b-88c0-4192-beb9-5bcafc92206b · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction On the Convergence of FedAvg on Non-IID Data
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation a4b298b9-1f72-4fc1-8a8c-4d6071173531 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Learning from Open-Source Projects: An Empirical Study on Defect Prediction
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 1a24bf39-68ef-4823-bc5e-7a7db278842e · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Revisiting Supervised and Unsupervised Methods for Effort-Aware Cross-Project Defect Prediction.IEEE Transactions on Software Engineering
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation a0cd4bbd-cd52-4589-82f3-224e29539acd · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Cross-project defect prediction using a connectivity-based unsupervised classifier
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 6f0bf245-bf76-47fd-91ef-c298ddff8c80 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Cross-project software defect prediction based on domain adaptation learning and optimization
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ce34b5d8-ef17-484e-90ca-70d59933379d · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction MASTER: Multi-Source Transfer Weighted Ensemble Learning for Multiple Sources Cross-Project Defect Prediction
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4ebe889f-f9e4-4bd9-829b-62035367bdbf · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Transfer defect learning
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c56ca059-60ae-4ed5-adf8-2be45a836b16 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Transfer learning for cross-company software defect prediction
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c349148b-ccd0-44f4-be5d-98875e12a87b · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction HYDRA: Massively Compositional Model for Cross-Project Defect Prediction
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ffd3b27a-7826-43d3-bdcc-3d32a4d31fa1 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction FedCDA: Federated Learning with Cross-rounds Divergence-aware Aggregation
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8b8025fe-6ec0-4d0d-81bd-04573f1dfa40 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Unleashing the Power of Continual Learning on Non-Centralized Devices: A Survey.IEEE Communications Surveys & Tutotials
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 7dffa807-658d-4849-b326-3a9c09eacd96 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction From federated learning to federated neural architecture search: a survey.Complex & Intelligent Systems
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b257f2df-ba1c-4707-8aa2-1a21c374bb2a · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Federated machine learning: Concept and applications.ACM Transactions on Intelligent Systems and Technology
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation fd98218d-be79-4479-96ac-ae3020e9684b · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Towards Efficient Replay in Federated Incremental Learning
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 0c82ca45-d66c-4f7e-ad05-f958f1b165ef · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction SR-FDIL: Synergistic Replay for Federated Domain-Incremental Learning.IEEE Transactions on Parallel and Distributed Systems
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7c515fd8-7954-47b7-98ea-16d3a534dd06 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Communication-Efficient Learning of Deep Networks from Decentralized Data
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 545b6dea-e88d-43f3-ac26-edad4c4e9304 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Communication-Efficient On-Device Machine Learning: Federated Distillation and Augmentation under Non-IID Private Data
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c66eefe5-295f-4e1c-8fb2-0eaa5df07631 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Client-Edge-Cloud Hierarchical Federated Learning
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f48c8c16-2c96-46e7-a1db-651c5cdaba56 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Rehearsal-Free Continual Federated Learning with Synergistic Regularization
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d3a832d9-719d-43db-aca0-13e28a9ba1b0 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Federated Optimization in Heterogeneous Networks
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation ad6e3162-88f3-424a-afae-4c5734ef6761 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Distilling the Knowledge in a Neural Network
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ac0a43cf-6558-4e49-9808-29a2c6fcc161 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Learning from Noisy Labels with Distillation
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 81be55ae-03a4-44bd-96ca-115d9fc0ee1e · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Distillation-Based Training for Multi-Exit Architectures
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c0d646f9-3d51-4322-b513-c2bbb56a5db1 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Training Deep Neural Networks in Generations: A More Tolerant Teacher Educates Better Students
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4c254043-e67e-468f-aa03-93472eae0187 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Online Knowledge Distillation via Collaborative Learning
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation dd27ec2a-f558-44f5-85b9-822f4c71c6fa · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Peer Collaborative Learning for Online Knowledge Distillation
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 509cbb44-98c1-49b0-800a-8a0f0b9156d3 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Ensemble distillation for robust model fusion in federated learning
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 67052868-302a-45da-bd45-e7972648d793 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Data-Free Knowledge Distillation for Heterogeneous Federated Learning
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 897d62cf-6267-438c-9972-019278d73512 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction DaFKD: Domain-aware Federated Knowledge Distillation
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 49e02286-9948-444b-b3c7-fa6fdc6aa454 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Self-Training With Noisy Student Improves ImageNet Classification
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4b2796e1-eb3b-408a-bcaf-962ba57216e3 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction On Information and Sufficiency
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c82394f4-642a-468f-b3aa-ffe086477b14 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Deep Semantic Feature Learning for Software Defect Prediction
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c3d763b4-5e1b-4def-bee9-76f47715d77f · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Software defect prediction using Bayesian networks
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 147a8115-b83d-4b25-b081-fba285c8c270 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Automatically learning semantic features for defect prediction
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 5473b657-f63f-4856-9c55-45d4175c7993 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Towards building a universal defect prediction model with rank transformed predictors
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 397f88ee-2d3d-4069-8b8c-e8c6d6688825 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Data transformation in cross-project defect prediction.Empirical Software Engineering
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b6cf8eee-2eae-414b-a342-da7b647014d1 · outbound
Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Just-in-time defect prediction based on AST change embedding
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.