Pith. sign in

Paper Citation Record · LEDGER

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction

As of 16 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.

pith.paper-citation-record.v1
2412.17317 v1

Coverage vector

measured 55 of 55 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T05:41:55.078785Z

measured 55 of 55 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

55 of 55 outbound references displayed

  • verified exact7
  • verified fuzzy31
  • unresolved10
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch6

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 281c79bc-19a9-4347-acc5-2487191cb872 · outbound

This paper cites Predicting the Location and Number of Faults in Large Software Systems.IEEE Transactions on Software Engineering.

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

Resolution
verified exact
doi, observed 2026-08-11T05:41:55.178256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:54.890838Z digest=sha256:40c0824f392f9a44c564a5b4eb0d06add0112fd1d2f8e1e612694d00cb0b01d5

Observation 4efb1002-452c-4f59-b87b-fda7ddab744d · outbound

This paper cites Benchmarking Classification Models for Software Defect Prediction: A Proposed Framework and Novel Findings.

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

Resolution
unresolved
no resolver link, observed 2026-08-11T05:41:54.895267Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:41:54.895267Z digest=sha256:dccdc00e15476f6f77a44fd16217e5433d6405629bfbf4b1a468d4d28d2f4bb6

Observation 9e4cc584-270c-4b62-ac41-620e8aefcc5f · outbound

This paper cites A Systematic Literature Review on Fault Prediction Performance in Software Engineering.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction A Systematic Literature Review on Fault Prediction Performance in Software Engineering

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-11T05:41:54.899179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:41:54.899179Z digest=sha256:9817410e08a1df0075362c108fd8ef4f38e59ec452e4b5e132405d95a8c507b7

Observation d52b61aa-b146-42c9-b09d-a3b4cbd34575 · outbound

This paper cites Data Mining Static Code Attributes to Learn Defect Predictors.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Data Mining Static Code Attributes to Learn Defect Predictors

Reference 4

Resolution
metadata mismatch
raw_fallback, observed 2026-08-11T05:41:56.176234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:54.903292Z digest=sha256:5ff0bb269a83c2a7f38ec3e4864e3d8b8c46c43d8ea538060e232e32c00847bc

Observation ff4225b2-df19-41fe-ae3e-52c7a3021ed7 · outbound

This paper cites Within-Project Defect Prediction of Infrastructure-as-Code Using Product and Process Metrics.

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

Resolution
unresolved
no resolver link, observed 2026-08-11T05:41:54.906905Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:41:54.906905Z digest=sha256:da0e54460a96c0e84cf361d53a4aff11b26ce0533190f8407c61f8d07dd84219

Observation c3ac8258-74cb-40ef-8aa2-566b485d95cc · outbound

This paper cites An Improved SDA Based Defect Prediction Framework for Both Within-Project and Cross-Project Class-Imbalance Problems.

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

Resolution
metadata mismatch
raw_fallback, observed 2026-08-11T05:41:56.036302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:54.910436Z digest=sha256:be7292b77af56d8c469bc99c254f32b7879475d55401108321e0ccbd21f03ec8

Observation 9e74fe67-8108-40a5-b23c-bc9339d23127 · outbound

This paper cites An investigation on the feasibility of cross-project defect prediction.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction An investigation on the feasibility of cross-project defect prediction

Reference 7

Resolution
verified exact
doi, observed 2026-08-11T05:41:55.153707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:54.914134Z digest=sha256:c4a63b62b55a01c00e0637a9f298d114dc86c0631b3228046c234cd388d8f7ab

Observation e9a6c823-58e0-4091-9fd4-3404880adf13 · outbound

This paper cites On the relative value of cross-company and within-company data for defect prediction.Empirical Software Engineering.

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

Resolution
verified exact
doi, observed 2026-08-11T05:41:55.143110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:54.917453Z digest=sha256:a6d9be79c8279df2dc880cc7429175e25934daf3c86624bb8fc31b650c602c65

Observation 3d63677a-7071-4688-90b4-34a56bf58000 · outbound

This paper cites Cross versus Within-Company Cost Estimation Studies: A Systematic Review.IEEE Transactions on Software Engineering.

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

Resolution
verified exact
raw_fallback, observed 2026-08-11T05:41:55.966363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:54.920907Z digest=sha256:d9362c025fc51e9b8a4e32fc8255e017e74300a7e9ccda46e371fab2bf208e92

Observation d7ef99a6-3a50-4454-a271-a8daa68b1af8 · outbound

This paper cites Multi-objective Cross-Project Defect Prediction.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Multi-objective Cross-Project Defect Prediction

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:41:56.487447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:54.927597Z digest=sha256:d9c12676298a6ca325ea57ae81165f881e92725f510bb400a0889085bbd6cdc4

Observation 5930ea66-adf9-45ed-9984-804dc9d58cee · outbound

This paper cites A Systematic Literature Review and Meta-Analysis on Cross Project Defect Prediction.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction A Systematic Literature Review and Meta-Analysis on Cross Project Defect Prediction

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-11T05:41:54.931203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:41:54.931203Z digest=sha256:014603731444e4915e74fbe0c9fad2b40ffef43b68b903ce02033577683b8a99

Observation 0bfaa089-e1bc-4b27-8fde-3e8d38e178ac · outbound

This paper cites Do too many cooks spoil the broth? Using the number of developers to enhance defect prediction models.

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

Resolution
verified exact
doi, observed 2026-08-11T05:41:55.132633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:54.934686Z digest=sha256:c732ee88a1c8eaf0af04bab6f46cafb694b945668b1b66cf7dd295ad4b4c2308

Observation 2b0e27b2-9951-4728-ad8f-8c41b783ee8e · outbound

This paper cites On the Multiple Sources and Privacy Preservation Issues for Heterogeneous Defect Prediction.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction On the Multiple Sources and Privacy Preservation Issues for Heterogeneous Defect Prediction

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-11T05:41:54.937964Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:41:54.937964Z digest=sha256:4e650057adb5e192f24e2f33e361f66c0eee799eefe2cb2927bfc854e21a322d

Observation e86a953c-60ab-4d54-b829-7503a516c284 · outbound

This paper cites LACE2: Better Privacy-Preserving Data Sharing for Cross Project Defect Prediction.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction LACE2: Better Privacy-Preserving Data Sharing for Cross Project Defect Prediction

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:41:56.477181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:54.941232Z digest=sha256:6d0cb39c86bba7dbae33fb6ee9477cdd38c1ee127c07c53972d19cfd5cca07dd

Observation 45562333-c2d8-4f06-b221-d9efe5f97c10 · outbound

This paper cites Towards Privacy Preserving Cross Project Defect Prediction with Federated Learning.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Towards Privacy Preserving Cross Project Defect Prediction with Federated Learning

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:41:56.467280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:54.944524Z digest=sha256:ddbc4c79edcb5624dfadbb085353ee1bdf085e0a6941814a3514f6e65bf600ce

Observation 2d9a8f43-a6d6-4eaa-801e-00cbb9599be1 · outbound

This paper cites Federated Learning for Software Engineering: A Case Study of Code Clone Detection and Defect Prediction.IEEE Transactions on Software Engineering.

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

Resolution
unresolved
no resolver link, observed 2026-08-11T05:41:54.947693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:41:54.947693Z digest=sha256:be6b0fedc33a68ebd962bc80eceaefb1cb189efa2ab571f514fe030e6b5a890d

Observation 5747ac3a-4ec3-4822-8f5a-5f1c2cf7d849 · outbound

This paper cites Exploring the under-explored terrain of non-open source data for software engineering through the lens of federated learning.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:41:56.457666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:54.951058Z digest=sha256:3f2b8c2b59acb47c47b4b45c2befb2dcde1c2ad2fc8ee383b92a3b1772b1ca00

Observation 90728630-0fe0-48a8-8190-b479b083b607 · outbound

This paper cites SCAFFOLD: Stochastic Controlled Averaging for Federated Learning.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction SCAFFOLD: Stochastic Controlled Averaging for Federated Learning

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:41:56.447650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:54.954279Z digest=sha256:050e049f8fc17f33f574ff88756d1eb03d36d6edc0c70ba55b7db784cd2e2ba9

Observation ba01e23b-88c0-4192-beb9-5bcafc92206b · outbound

This paper cites On the Convergence of FedAvg on Non-IID Data.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction On the Convergence of FedAvg on Non-IID Data

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:41:56.438322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:54.957634Z digest=sha256:bc54b5d76776757af4b3cd5f5849d09a47ed3023c24d601105313ec07f0365e3

Observation a4b298b9-1f72-4fc1-8a8c-4d6071173531 · outbound

This paper cites Learning from Open-Source Projects: An Empirical Study on Defect Prediction.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Learning from Open-Source Projects: An Empirical Study on Defect Prediction

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:41:56.429139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:54.960873Z digest=sha256:a417e464f853af92af4d7162fb1d33528f808ef1acd2640ff28e97a31b03441b

Observation 1a24bf39-68ef-4823-bc5e-7a7db278842e · outbound

This paper cites Revisiting Supervised and Unsupervised Methods for Effort-Aware Cross-Project Defect Prediction.IEEE Transactions on Software Engineering.

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

Resolution
metadata mismatch
raw_fallback, observed 2026-08-11T05:41:55.621433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:54.964049Z digest=sha256:76d7e07a34e9b3c5f90346d8d1eb55c495cc2a958db884039916d27813c400d2

Observation a0cd4bbd-cd52-4589-82f3-224e29539acd · outbound

This paper cites Cross-project defect prediction using a connectivity-based unsupervised classifier.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Cross-project defect prediction using a connectivity-based unsupervised classifier

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:41:56.419481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:54.967273Z digest=sha256:bce282d883fe6ce7cc07ed236ea0c3f3ec2f339dc1ce0a86c83c36ab37bd4b8c

Observation 6f0bf245-bf76-47fd-91ef-c298ddff8c80 · outbound

This paper cites Cross-project software defect prediction based on domain adaptation learning and optimization.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Cross-project software defect prediction based on domain adaptation learning and optimization

Reference 24

Resolution
malformed identifier
no resolver link, observed 2026-08-11T05:41:54.970462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:41:54.970462Z digest=sha256:b6c3015cc43b82c367a6e796817e5533b20ca1687788ae995cb6dbaa5300de9b

Observation ce34b5d8-ef17-484e-90ca-70d59933379d · outbound

This paper cites MASTER: Multi-Source Transfer Weighted Ensemble Learning for Multiple Sources Cross-Project Defect Prediction.

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

Resolution
metadata mismatch
raw_fallback, observed 2026-08-11T05:41:55.489533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:54.973838Z digest=sha256:a0cf02e844271f40d96d70b22ab3ece2696f53184ceeee7f927a663b26e39c1c

Observation 4ebe889f-f9e4-4bd9-829b-62035367bdbf · outbound

This paper cites Transfer defect learning.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Transfer defect learning

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:41:56.409395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:54.977099Z digest=sha256:f79be432cbdedfb7188a1de7d7c6a6b9a3eb4c67ce20d10a6500ec6df8c484d9

Observation c56ca059-60ae-4ed5-adf8-2be45a836b16 · outbound

This paper cites Transfer learning for cross-company software defect prediction.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Transfer learning for cross-company software defect prediction

Reference 27

Resolution
verified exact
doi, observed 2026-08-11T05:41:55.121381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:54.980383Z digest=sha256:f5850b57986dce5acede4ec2fa1fa81796eb82283db5630a91d74060a7021799

Observation c349148b-ccd0-44f4-be5d-98875e12a87b · outbound

This paper cites HYDRA: Massively Compositional Model for Cross-Project Defect Prediction.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction HYDRA: Massively Compositional Model for Cross-Project Defect Prediction

Reference 28

Resolution
metadata mismatch
raw_fallback, observed 2026-08-11T05:41:55.898393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:54.984125Z digest=sha256:24613f00403d85f4936f0681e76badfd785a19a1cbeac8e2f680deec022717cf

Observation ffd3b27a-7826-43d3-bdcc-3d32a4d31fa1 · outbound

This paper cites FedCDA: Federated Learning with Cross-rounds Divergence-aware Aggregation.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction FedCDA: Federated Learning with Cross-rounds Divergence-aware Aggregation

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:41:56.399976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:54.987474Z digest=sha256:24f2561ef1454a00353b590ef5c45aa7e5757b0db1c1637b33926c66e1da6c1f

Observation 8b8025fe-6ec0-4d0d-81bd-04573f1dfa40 · outbound

This paper cites Unleashing the Power of Continual Learning on Non-Centralized Devices: A Survey.IEEE Communications Surveys & Tutotials.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:41:56.390085Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:54.991009Z digest=sha256:7726bad4f8a747e2e2b361823515a99fd7b8e8afeafe210b94099b6a09ab6d1a

Observation 7dffa807-658d-4849-b326-3a9c09eacd96 · outbound

This paper cites From federated learning to federated neural architecture search: a survey.Complex & Intelligent Systems.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:41:56.380492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:54.994367Z digest=sha256:0a262cea7d5ad26e5f153588301366b781c41c1c555f9db401357bf1dd9b27c2

Observation b257f2df-ba1c-4707-8aa2-1a21c374bb2a · outbound

This paper cites Federated machine learning: Concept and applications.ACM Transactions on Intelligent Systems and Technology.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:41:56.370375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:54.997715Z digest=sha256:f11ccd3e71371dd2bf359c4eb3864f907055c8f18fd5aba6cfd32aeefdea6511

Observation fd98218d-be79-4479-96ac-ae3020e9684b · outbound

This paper cites Towards Efficient Replay in Federated Incremental Learning.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Towards Efficient Replay in Federated Incremental Learning

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:41:56.360596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:55.001123Z digest=sha256:c1abc5ff1901618d670830eb0204043e5f70c96c10e7d697a6725cd10ecddef0

Observation 0c82ca45-d66c-4f7e-ad05-f958f1b165ef · outbound

This paper cites SR-FDIL: Synergistic Replay for Federated Domain-Incremental Learning.IEEE Transactions on Parallel and Distributed Systems.

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

Resolution
unresolved
no resolver link, observed 2026-08-11T05:41:55.004491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:41:55.004491Z digest=sha256:e8272179d001af3da47b5ab717db2c1846c8167e5cca2b17362d1faad8401897

Observation 7c515fd8-7954-47b7-98ea-16d3a534dd06 · outbound

This paper cites Communication-Efficient Learning of Deep Networks from Decentralized Data.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Communication-Efficient Learning of Deep Networks from Decentralized Data

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:41:56.351236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:55.007835Z digest=sha256:bda12de0bd00e987e595c9ccae3a5f32c59d8c0f692e4ac9903506e67203c00b

Observation 545b6dea-e88d-43f3-ac26-edad4c4e9304 · outbound

This paper cites Communication-Efficient On-Device Machine Learning: Federated Distillation and Augmentation under Non-IID Private Data.

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

Resolution
unresolved
no resolver link, observed 2026-08-11T05:41:55.011873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:41:55.011873Z digest=sha256:fc4da0ebf280e2af2f57b3a5d04add126a1f191df246ce2eb4e184e34e71681b

Observation c66eefe5-295f-4e1c-8fb2-0eaa5df07631 · outbound

This paper cites Client-Edge-Cloud Hierarchical Federated Learning.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Client-Edge-Cloud Hierarchical Federated Learning

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:41:56.341302Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:55.015581Z digest=sha256:eca8fb0b5b0fddd58f0dd173bb70256ebdc10ea0d8b9c7da669f71b8e05dd9d1

Observation f48c8c16-2c96-46e7-a1db-651c5cdaba56 · outbound

This paper cites Rehearsal-Free Continual Federated Learning with Synergistic Regularization.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Rehearsal-Free Continual Federated Learning with Synergistic Regularization

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:41:56.331556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:55.018860Z digest=sha256:280d8b1a71fdf97a3ce862e39de6d7b4e52f6750374378acac81c290ebe74ed5

Observation d3a832d9-719d-43db-aca0-13e28a9ba1b0 · outbound

This paper cites Federated Optimization in Heterogeneous Networks.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Federated Optimization in Heterogeneous Networks

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:41:56.321534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:55.022259Z digest=sha256:0190a0f2de675565fac8f40e88997503d8ae73e98e3bd39936f4e0dbb907bb82

Observation ad6e3162-88f3-424a-afae-4c5734ef6761 · outbound

This paper cites Distilling the Knowledge in a Neural Network.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Distilling the Knowledge in a Neural Network

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-11T05:41:55.025487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:41:55.025487Z digest=sha256:d9c9b0b0402dd6f38874e3b8ab61bfbb2cd4306e71457d57df5b96d687a646ce

Observation ac0a43cf-6558-4e49-9808-29a2c6fcc161 · outbound

This paper cites Learning from Noisy Labels with Distillation.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Learning from Noisy Labels with Distillation

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:41:56.311895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:55.029084Z digest=sha256:ea13387f40ff543e800e4abd0b812bd2410a207dfba5118ccc7945479b126edd

Observation 81be55ae-03a4-44bd-96ca-115d9fc0ee1e · outbound

This paper cites Distillation-Based Training for Multi-Exit Architectures.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Distillation-Based Training for Multi-Exit Architectures

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:41:56.302016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:55.032230Z digest=sha256:aac64533218565355153864ecac7b802fcbf882c3259eade46757653af4b9269

Observation c0d646f9-3d51-4322-b513-c2bbb56a5db1 · outbound

This paper cites Training Deep Neural Networks in Generations: A More Tolerant Teacher Educates Better Students.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:41:56.291696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:55.035496Z digest=sha256:818ccb386735525e4f9dbff7883a2fa4748e152d8e58f0cb1197ac9ecc663fd4

Observation 4c254043-e67e-468f-aa03-93472eae0187 · outbound

This paper cites Online Knowledge Distillation via Collaborative Learning.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Online Knowledge Distillation via Collaborative Learning

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:41:56.281899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:55.039013Z digest=sha256:64598fd90e1b5ed2800f14dd6d43b41d152186775f2f4f66d87092bd57fdb5e5

Observation dd27ec2a-f558-44f5-85b9-822f4c71c6fa · outbound

This paper cites Peer Collaborative Learning for Online Knowledge Distillation.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Peer Collaborative Learning for Online Knowledge Distillation

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:41:56.272237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:55.042468Z digest=sha256:3b6e6c03503bc3470e0c960ab57c1e8039a55c440f87c9fdc54183bd6a255543

Observation 509cbb44-98c1-49b0-800a-8a0f0b9156d3 · outbound

This paper cites Ensemble distillation for robust model fusion in federated learning.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Ensemble distillation for robust model fusion in federated learning

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:41:56.262352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:55.045671Z digest=sha256:55bf84065bb1ee8beb33e95b533e3cd3aba4c3a648582d7f7b8f786ae454f4b2

Observation 67052868-302a-45da-bd45-e7972648d793 · outbound

This paper cites Data-Free Knowledge Distillation for Heterogeneous Federated Learning.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Data-Free Knowledge Distillation for Heterogeneous Federated Learning

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:41:56.252555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:55.049002Z digest=sha256:84fb033003c4b1448db0103852bcb96f0edab20b33b42b89009c4856b9231814

Observation 897d62cf-6267-438c-9972-019278d73512 · outbound

This paper cites DaFKD: Domain-aware Federated Knowledge Distillation.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction DaFKD: Domain-aware Federated Knowledge Distillation

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:41:56.242543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:55.052456Z digest=sha256:ce5e91ccc411bd32262023fec61dd94ff90b43365e6108a365bbfa6ec7fc9e52

Observation 49e02286-9948-444b-b3c7-fa6fdc6aa454 · outbound

This paper cites Self-Training With Noisy Student Improves ImageNet Classification.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Self-Training With Noisy Student Improves ImageNet Classification

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:41:56.231370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:55.055775Z digest=sha256:ba6b8acaea096dbd50dbfe4ebb756ac82806bff7f082ce513f91f4da8972bdd8

Observation 4b2796e1-eb3b-408a-bcaf-962ba57216e3 · outbound

This paper cites On Information and Sufficiency.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction On Information and Sufficiency

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:41:56.220380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:55.058958Z digest=sha256:4e14721280932853fb23bc2a012c3386b4fa758b060d330d83466f0f322f2bb0

Observation c82394f4-642a-468f-b3aa-ffe086477b14 · outbound

This paper cites Deep Semantic Feature Learning for Software Defect Prediction.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Deep Semantic Feature Learning for Software Defect Prediction

Reference 51

Resolution
metadata mismatch
raw_fallback, observed 2026-08-11T05:41:55.325154Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:55.062184Z digest=sha256:e3e1d8fe6cc604f802afb7573a04835deffccfa376caa7f5d47046da28c84ce3

Observation c3d763b4-5e1b-4def-bee9-76f47715d77f · outbound

This paper cites Software defect prediction using Bayesian networks.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Software defect prediction using Bayesian networks

Reference 52

Resolution
verified exact
doi, observed 2026-08-11T05:41:55.110327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:55.065663Z digest=sha256:fa90f97d1a30edb25d17c943d65726b426443ebfbb168ef53dd16f9e7597c67b

Observation 147a8115-b83d-4b25-b081-fba285c8c270 · outbound

This paper cites Automatically learning semantic features for defect prediction.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Automatically learning semantic features for defect prediction

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:41:56.209979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:55.068859Z digest=sha256:9efbb1ea758543d57b5abc1de6823733fd04d93fb489e8a0f4aa2e2f65fe3ff2

Observation 5473b657-f63f-4856-9c55-45d4175c7993 · outbound

This paper cites Towards building a universal defect prediction model with rank transformed predictors.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Towards building a universal defect prediction model with rank transformed predictors

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:41:56.198886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:55.072206Z digest=sha256:aedaecde81ce1db165a055fa1f534afb8ef67e3913a5c2df3b5d6d41136d172c

Observation 397f88ee-2d3d-4069-8b8c-e8c6d6688825 · outbound

This paper cites Data transformation in cross-project defect prediction.Empirical Software Engineering.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Data transformation in cross-project defect prediction.Empirical Software Engineering

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T05:41:56.188401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-11T05:41:55.075584Z digest=sha256:3a96981addbd9dac53a99cf8c88125139c2ead2d79e1b659872009e4b4e0d854

Observation b6cf8eee-2eae-414b-a342-da7b647014d1 · outbound

This paper cites Just-in-time defect prediction based on AST change embedding.

Better Knowledge Enhancement for Privacy-Preserving Cross-Project Defect Prediction Just-in-time defect prediction based on AST change embedding

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-11T05:41:55.078785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T05:41:55.078785Z digest=sha256:5be7df17330a2e5943998b589a2fe04bb25a0a3b83d149ec09816c323da6cfc7

Pith citing papers

No inbound Pith citation observations are available.