
## CITATION 61: "Stirbu's machine learning work from 2025"

GROUND TRUTH:
```
@article{DBLP:journals/software/RaatikainenSRS25,
  author       = {Mikko Raatikainen and
                  Charalampos Souris and
                  Jukka J. Remes and
                  Vlad Stirbu},
  title        = {Machine Learning Lineage for Trustworthy Machine Learning Systems:
                  Information Framework for MLOps Pipelines},
  journal      = {{IEEE} Softw.},
  volume       = {42},
  number       = {1},
  pages        = {51--58},
  year         = {2025},
  url          = {https://doi.org/10.1109/MS.2024.3414317},
  doi          = {10.1109/MS.2024.3414317},
  timestamp    = {Sun, 15 Jun 2025 21:07:08 +0200},
  biburl       = {https://dblp.org/rec/journals/software/RaatikainenSRS25.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```

CONTROL OUTPUT:
```
@article{Stirbu2025,
  author = {Mikko Raatikainen and Charalampos Souris and Jukka J. Remes and Vlad Stirbu},
  title = {Machine Learning Lineage for Trustworthy Machine Learning Systems: Information Framework for MLOps Pipelines},
  journal = {IEEE Software},
  volume = {42},
  number = {1},
  pages = {51--58},
  year = {2025}
}
```

TREATMENT OUTPUT:
```
@article{Vakili2024,
  author       = {Asrin Vakili and
                  Hamza Mohammed Ridha Al{-}Khafaji and
                  Mehdi Darbandi and
                  Arash Heidari and
                  Nima Jafari Navimipour and
                  Mehmet Unal},
  title        = {A new service composition method in the cloud-based Internet of things
                  environment using a grey wolf optimization algorithm and MapReduce
                  framework},
  journal      = {Concurr. Comput. Pract. Exp.},
  volume       = {36},
  number       = {16},
  year         = {2024},
  url          = {https://doi.org/10.1002/cpe.8091},
  doi          = {10.1002/CPE.8091},
  timestamp    = {Fri, 02 Aug 2024 21:40:36 +0200},
  biburl       = {https://dblp.org/rec/journals/concurrency/VakiliADHNU24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```


## CITATION 62: "Vakili et al. 2024"

GROUND TRUTH:
```
@article{DBLP:journals/nca/YaghoubiYKV24,
  author       = {Elaheh Yaghoubi and
                  Elnaz Yaghoubi and
                  Ahmed Khamees and
                  Amir Hossein Vakili},
  title        = {A systematic review and meta-analysis of artificial neural network,
                  machine learning, deep learning, and ensemble learning approaches
                  in field of geotechnical engineering},
  journal      = {Neural Comput. Appl.},
  volume       = {36},
  number       = {21},
  pages        = {12655--12699},
  year         = {2024},
  url          = {https://doi.org/10.1007/s00521-024-09893-7},
  doi          = {10.1007/S00521-024-09893-7},
  timestamp    = {Sun, 06 Oct 2024 21:35:46 +0200},
  biburl       = {https://dblp.org/rec/journals/nca/YaghoubiYKV24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```

CONTROL OUTPUT:
```
NOT FOUND% NOT FOUND: Citation 62 - Vakili et al. 2024
```

TREATMENT OUTPUT:
```
@article{Kilian2023,
  author       = {Pascal Kilian and
                  Sangbeak Ye and
                  Augustin Kelava},
  title        = {Mixed effects in machine learning - {A} flexible mixedML framework
                  to add random effects to supervised machine learning regression},
  journal      = {Trans. Mach. Learn. Res.},
  volume       = {2023},
  year         = {2023},
  url          = {https://openreview.net/forum?id=MKZyHtmfwH},
  timestamp    = {Thu, 18 May 2023 14:15:43 +0200},
  biburl       = {https://dblp.org/rec/journals/tmlr/KilianYK23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```


## CITATION 63: "Kelava et al. 2023"

GROUND TRUTH:
```
@article{DBLP:journals/tmlr/KilianYK23,
  author       = {Pascal Kilian and
                  Sangbeak Ye and
                  Augustin Kelava},
  title        = {Mixed effects in machine learning - {A} flexible mixedML framework
                  to add random effects to supervised machine learning regression},
  journal      = {Trans. Mach. Learn. Res.},
  volume       = {2023},
  year         = {2023},
  url          = {https://openreview.net/forum?id=MKZyHtmfwH},
  timestamp    = {Thu, 18 May 2023 14:15:43 +0200},
  biburl       = {https://dblp.org/rec/journals/tmlr/KilianYK23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```

CONTROL OUTPUT:
```
@article{Kelava2023,
  author = {Pascal Kilian and Sangbeak Ye and Augustin Kelava},
  title = {Mixed effects in machine learning - A flexible mixedML framework to add random effects to supervised machine learning regression},
  journal = {Transactions on Machine Learning Research},
  year = {2023}
}
```

TREATMENT OUTPUT:
```
@article{Pan2025,
  author       = {Yuede Pan and
                  Kaifeng Zhong and
                  Yubao Xie and
                  Mingzhang Pan and
                  Wei Guan and
                  Li Li and
                  Changye Liu and
                  Xingjia Man and
                  Zhiqing Zhang and
                  Mantian Li},
  title        = {A Review of Hybrid Vehicles Classification and Their Energy Management
                  Strategies: An Exploration of the Advantages of Genetic Algorithms},
  journal      = {Algorithms},
  volume       = {18},
  number       = {6},
  pages        = {354},
  year         = {2025},
  url          = {https://doi.org/10.3390/a18060354},
  doi          = {10.3390/A18060354},
  timestamp    = {Tue, 14 Oct 2025 19:40:35 +0200},
  biburl       = {https://dblp.org/rec/journals/algorithms/PanZXPGLLMZL25.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```


## CITATION 64: "review hybrid paper by Li 2025"

GROUND TRUTH:
```
@article{DBLP:journals/algorithms/PanZXPGLLMZL25,
  author       = {Yuede Pan and
                  Kaifeng Zhong and
                  Yubao Xie and
                  Mingzhang Pan and
                  Wei Guan and
                  Li Li and
                  Changye Liu and
                  Xingjia Man and
                  Zhiqing Zhang and
                  Mantian Li},
  title        = {A Review of Hybrid Vehicles Classification and Their Energy Management
                  Strategies: An Exploration of the Advantages of Genetic Algorithms},
  journal      = {Algorithms},
  volume       = {18},
  number       = {6},
  pages        = {354},
  year         = {2025},
  url          = {https://doi.org/10.3390/a18060354},
  doi          = {10.3390/A18060354},
  timestamp    = {Tue, 14 Oct 2025 19:40:35 +0200},
  biburl       = {https://dblp.org/rec/journals/algorithms/PanZXPGLLMZL25.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```

CONTROL OUTPUT:
```
NOT FOUND% NOT FOUND: Citation 64 - review hybrid paper by Li 2025
```

TREATMENT OUTPUT:
```
@article{Qayyum2020,
  author       = {Adnan Qayyum and
                  Aneeqa Ijaz and
                  Muhammad Usama and
                  Waleed Iqbal and
                  Junaid Qadir and
                  Yehia Elkhatib and
                  Ala I. Al{-}Fuqaha},
  title        = {Securing Machine Learning in the Cloud: {A} Systematic Review of Cloud
                  Machine Learning Security},
  journal      = {Frontiers Big Data},
  volume       = {3},
  pages        = {587139},
  year         = {2020},
  url          = {https://doi.org/10.3389/fdata.2020.587139},
  doi          = {10.3389/FDATA.2020.587139},
  timestamp    = {Tue, 07 May 2024 20:24:42 +0200},
  biburl       = {https://dblp.org/rec/journals/fdata/QayyumIUIQEA20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```


## CITATION 65: "the securing machine paper from 2020"

GROUND TRUTH:
```
@article{DBLP:journals/fdata/QayyumIUIQEA20,
  author       = {Adnan Qayyum and
                  Aneeqa Ijaz and
                  Muhammad Usama and
                  Waleed Iqbal and
                  Junaid Qadir and
                  Yehia Elkhatib and
                  Ala I. Al{-}Fuqaha},
  title        = {Securing Machine Learning in the Cloud: {A} Systematic Review of Cloud
                  Machine Learning Security},
  journal      = {Frontiers Big Data},
  volume       = {3},
  pages        = {587139},
  year         = {2020},
  url          = {https://doi.org/10.3389/fdata.2020.587139},
  doi          = {10.3389/FDATA.2020.587139},
  timestamp    = {Tue, 07 May 2024 20:24:42 +0200},
  biburl       = {https://dblp.org/rec/journals/fdata/QayyumIUIQEA20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```

CONTROL OUTPUT:
```
NOT FOUND% NOT FOUND: Citation 65 - the securing machine paper from 2020
```

TREATMENT OUTPUT:
```
@inproceedings{Lehner2024,
  author       = {Lukas Lehner and
                  Martina Landman},
  editor       = {Henning Fernau and
                  Inge Schwank and
                  Jacqueline Staub},
  title        = {Unplugged Decision Tree Learning - {A} Learning Activity for Machine
                  Learning Education in {K-12}},
  booktitle    = {Creative Mathematical Sciences Communication: 7th International Conference,
                  {CMSC} 2024, Trier, Germany, October 7-10, 2024, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {15229},
  pages        = {50--65},
  publisher    = {Springer},
  year         = {2024},
  url          = {https://doi.org/10.1007/978-3-031-73257-7\_4},
  doi          = {10.1007/978-3-031-73257-7\_4},
  timestamp    = {Mon, 03 Mar 2025 21:00:36 +0100},
  biburl       = {https://dblp.org/rec/conf/cmsc/LehnerL24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```


## CITATION 66: "Landman's creati paper on unplugged decision"

GROUND TRUTH:
```
@inproceedings{DBLP:conf/cmsc/LehnerL24,
  author       = {Lukas Lehner and
                  Martina Landman},
  editor       = {Henning Fernau and
                  Inge Schwank and
                  Jacqueline Staub},
  title        = {Unplugged Decision Tree Learning - {A} Learning Activity for Machine
                  Learning Education in {K-12}},
  booktitle    = {Creative Mathematical Sciences Communication: 7th International Conference,
                  {CMSC} 2024, Trier, Germany, October 7-10, 2024, Proceedings},
  series       = {Lecture Notes in Computer Science},
  volume       = {15229},
  pages        = {50--65},
  publisher    = {Springer},
  year         = {2024},
  url          = {https://doi.org/10.1007/978-3-031-73257-7\_4},
  doi          = {10.1007/978-3-031-73257-7\_4},
  timestamp    = {Mon, 03 Mar 2025 21:00:36 +0100},
  biburl       = {https://dblp.org/rec/conf/cmsc/LehnerL24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```

CONTROL OUTPUT:
```
@inproceedings{Landman2024,
  author = {Lukas Lehner and Martina Landman},
  title = {Unplugged Decision Tree Learning - A Learning Activity for Machine Learning Education in K-12},
  booktitle = {Creative Mathematical Sciences Communication},
  series = {CMSC 2024},
  pages = {50--65},
  year = {2024},
  publisher = {Springer Nature Switzerland}
}
```

TREATMENT OUTPUT:
```
@article{Gaohui2025,
  author       = {Cao Gaohui and
                  Zhang Wen and
                  Puyi Liu},
  title        = {Algorithmic Gossiping: sharing and non-sharing that evolve algorithmic
                  imaginaries to folk theories},
  journal      = {Inf. Res.},
  volume       = {30},
  number       = {2},
  pages        = {664--672},
  year         = {2025},
  url          = {https://doi.org/10.47989/ir30colis51922},
  doi          = {10.47989/IR30COLIS51922},
  timestamp    = {Thu, 14 Aug 2025 12:53:54 +0200},
  biburl       = {https://dblp.org/rec/journals/ires/GaohuiWL25.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```


## CITATION 67: "Algorithmic Gossiping: sharing and non-sharing that..."

GROUND TRUTH:
```
@article{DBLP:journals/ires/GaohuiWL25,
  author       = {Cao Gaohui and
                  Zhang Wen and
                  Puyi Liu},
  title        = {Algorithmic Gossiping: sharing and non-sharing that evolve algorithmic
                  imaginaries to folk theories},
  journal      = {Inf. Res.},
  volume       = {30},
  number       = {2},
  pages        = {664--672},
  year         = {2025},
  url          = {https://doi.org/10.47989/ir30colis51922},
  doi          = {10.47989/IR30COLIS51922},
  timestamp    = {Thu, 14 Aug 2025 12:53:54 +0200},
  biburl       = {https://dblp.org/rec/journals/ires/GaohuiWL25.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```

CONTROL OUTPUT:
```
@article{Cao2025,
  author = {G. Cao and Z. Wen and P. Liu},
  title = {Algorithmic Gossiping: sharing and non-sharing that evolve algorithmic imaginaries to folk theories},
  journal = {Information Research an International Electronic Journal},
  volume = {30},
  number = {CoLIS},
  pages = {664--672},
  year = {2025}
}
```

TREATMENT OUTPUT:
```
@article{Noei2025,
  author       = {Shayan Noei and
                  Heng Li and
                  Ying Zou},
  title        = {Detecting Refactoring Commits in Machine Learning Python Projects:
                  {A} Machine Learning-Based Approach},
  journal      = {{ACM} Trans. Softw. Eng. Methodol.},
  volume       = {34},
  number       = {3},
  pages        = {68:1--68:25},
  year         = {2025},
  url          = {https://doi.org/10.1145/3705309},
  doi          = {10.1145/3705309},
  timestamp    = {Sat, 31 May 2025 23:18:42 +0200},
  biburl       = {https://dblp.org/rec/journals/tosem/NoeiLZ25.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```


## CITATION 68: "Zou's detecting refactoring work from 2025"

GROUND TRUTH:
```
@article{DBLP:journals/tosem/NoeiLZ25,
  author       = {Shayan Noei and
                  Heng Li and
                  Ying Zou},
  title        = {Detecting Refactoring Commits in Machine Learning Python Projects:
                  {A} Machine Learning-Based Approach},
  journal      = {{ACM} Trans. Softw. Eng. Methodol.},
  volume       = {34},
  number       = {3},
  pages        = {68:1--68:25},
  year         = {2025},
  url          = {https://doi.org/10.1145/3705309},
  doi          = {10.1145/3705309},
  timestamp    = {Sat, 31 May 2025 23:18:42 +0200},
  biburl       = {https://dblp.org/rec/journals/tosem/NoeiLZ25.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```

CONTROL OUTPUT:
```
@article{Zou2025,
  author = {Shayan Noei and Heng Li and Ying Zou},
  title = {Detecting Refactoring Commits in Machine Learning Python Projects: A Machine Learning-Based Approach},
  journal = {ACM Transactions on Software Engineering and Methodology},
  volume = {34},
  number = {3},
  year = {2025},
  doi = {10.1145/3705309}
}
```

TREATMENT OUTPUT:
```
@article{Dey2025,
  author       = {Nolan Simran Dey and
                  J. Eric Taylor and
                  Alexander Wong and
                  Bryan P. Tripp and
                  Graham W. Taylor},
  title        = {Neuron-based explanations of neural networks sacrifice completeness
                  and interpretability},
  journal      = {Trans. Mach. Learn. Res.},
  volume       = {2025},
  year         = {2025},
  url          = {https://openreview.net/forum?id=UWNa9Pv6qA},
  timestamp    = {Fri, 20 Jun 2025 14:19:48 +0200},
  biburl       = {https://dblp.org/rec/journals/tmlr/DeyTWTT25.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```


## CITATION 69: "Taylor 2025"

GROUND TRUTH:
```
@article{DBLP:journals/jamia/SoleyRSXFT25,
  author       = {Nidhi Soley and
                  Ilia Rattsev and
                  Traci J. Speed and
                  Anping Xie and
                  Kadija S. Ferryman and
                  Casey Overby Taylor},
  title        = {Predicting postoperative chronic opioid use with fair machine learning
                  models integrating multi-modal data sources: a demonstration of ethical
                  machine learning in healthcare},
  journal      = {J. Am. Medical Informatics Assoc.},
  volume       = {32},
  number       = {6},
  pages        = {985--997},
  year         = {2025},
  url          = {https://doi.org/10.1093/jamia/ocaf053},
  doi          = {10.1093/JAMIA/OCAF053},
  timestamp    = {Fri, 04 Jul 2025 22:13:45 +0200},
  biburl       = {https://dblp.org/rec/journals/jamia/SoleyRSXFT25.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```

CONTROL OUTPUT:
```
NOT FOUND% NOT FOUND: Citation 69 - Taylor 2025
```

TREATMENT OUTPUT:
```
@article{Bakkes2025,
  author       = {Tom H. G. F. Bakkes and
                  Ashley de Bie Dekker and
                  Jonna A. van der Stam and
                  Uzay Kaymak and
                  Massimo Mischi and
                  R. Arthur Bouwman and
                  Simona Turco},
  title        = {Validation of the advanced alert monitor in a Dutch hospital using
                  local optimization and refinement of the outcome definition},
  journal      = {Int. J. Medical Informations},
  volume       = {201},
  pages        = {105930},
  year         = {2025},
  url          = {https://doi.org/10.1016/j.ijmedinf.2025.105930},
  doi          = {10.1016/J.IJMEDINF.2025.105930},
  timestamp    = {Fri, 04 Jul 2025 22:13:12 +0200},
  biburl       = {https://dblp.org/rec/journals/ijmi/BakkesDSKMBT25.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```


## CITATION 70: "Kaymak discre25"

GROUND TRUTH:
```
@article{DBLP:journals/dmaa/OzgurUTK25,
  author       = {Nihal Yilmaz {\"{O}}zg{\"{u}}r and
                  S{\"{u}}meyra U{\c{c}}ar and
                  Nihal Tas and
                  {\"{O}}znur {\"{O}}ztun{\c{c}} Kaymak},
  title        = {A new encoding/decoding algorithm via Fibonacci-Lucas tree diagrams},
  journal      = {Discret. Math. Algorithms Appl.},
  volume       = {17},
  number       = {4},
  pages        = {2450068:1--2450068:16},
  year         = {2025},
  url          = {https://doi.org/10.1142/S179383092450068X},
  doi          = {10.1142/S179383092450068X},
  timestamp    = {Tue, 05 Aug 2025 22:47:00 +0200},
  biburl       = {https://dblp.org/rec/journals/dmaa/OzgurUTK25.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```

CONTROL OUTPUT:
```
NOT FOUND% NOT FOUND: Citation 70 - Kaymak discre25
```

TREATMENT OUTPUT:
```
NOT FOUND% NOT FOUND: Citation 72 - the machine learning-oriented paper from 2024 (too vague to identify specific paper)
```


## CITATION 71: "multi-objective weighted paper by Waele 2025"

GROUND TRUTH:
```
@article{DBLP:journals/eaai/ChengW25,
  author       = {Jun Cheng and
                  Wim De Waele},
  title        = {Multi-objective weighted average algorithm: a novel algorithm for
                  multi-objective optimization problems and its application in engineering
                  problems},
  journal      = {Eng. Appl. Artif. Intell.},
  volume       = {159},
  pages        = {111569},
  year         = {2025},
  url          = {https://doi.org/10.1016/j.engappai.2025.111569},
  doi          = {10.1016/J.ENGAPPAI.2025.111569},
  timestamp    = {Sat, 09 Aug 2025 12:16:28 +0200},
  biburl       = {https://dblp.org/rec/journals/eaai/ChengW25.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```

CONTROL OUTPUT:
```
NOT FOUND% NOT FOUND: multi-objective weighted paper by Waele 2025
```

TREATMENT OUTPUT:
```
@article{Cheng2025,
  author       = {Jun Cheng and
                  Wim De Waele},
  title        = {Multi-objective weighted average algorithm: a novel algorithm for
                  multi-objective optimization problems and its application in engineering
                  problems},
  journal      = {Eng. Appl. Artif. Intell.},
  volume       = {159},
  pages        = {111569},
  year         = {2025},
  url          = {https://doi.org/10.1016/j.engappai.2025.111569},
  doi          = {10.1016/J.ENGAPPAI.2025.111569},
  timestamp    = {Sat, 09 Aug 2025 12:16:28 +0200},
  biburl       = {https://dblp.org/rec/journals/eaai/ChengW25.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```


## CITATION 72: "the machine learning-oriented paper from 2024"

GROUND TRUTH:
```
@article{DBLP:journals/access/CapogrossoCCFC24,
  author       = {Luigi Capogrosso and
                  Federico Cunico and
                  Dong Seon Cheng and
                  Franco Fummi and
                  Marco Cristani},
  title        = {A Machine Learning-Oriented Survey on Tiny Machine Learning},
  journal      = {{IEEE} Access},
  volume       = {12},
  pages        = {23406--23426},
  year         = {2024},
  url          = {https://doi.org/10.1109/ACCESS.2024.3365349},
  doi          = {10.1109/ACCESS.2024.3365349},
  timestamp    = {Sat, 16 Mar 2024 15:09:55 +0100},
  biburl       = {https://dblp.org/rec/journals/access/CapogrossoCCFC24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```

CONTROL OUTPUT:
```
@misc{Waele2025,
  author = {Waele},
  title = {Multi-objective Weighted Optimization},
  year = {2025},
  note = {Citation not found with sufficient detail}
}
```

TREATMENT OUTPUT:
```
@article{Ifrim2025,
  author       = {Ana Maria Ifrim and
                  Ionica Oncioiu},
  title        = {A Hybrid Numerical-Semantic Clustering Algorithm Based on Scalarized
                  Optimization},
  journal      = {Algorithms},
  volume       = {18},
  number       = {10},
  pages        = {607},
  year         = {2025},
  url          = {https://doi.org/10.3390/a18100607},
  doi          = {10.3390/A18100607},
  timestamp    = {Fri, 31 Oct 2025 14:41:59 +0100},
  biburl       = {https://dblp.org/rec/journals/algorithms/IfrimO25.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```


## CITATION 73: "Oncioiu et al. 2025"

GROUND TRUTH:
```
@article{DBLP:journals/algorithms/IfrimO25,
  author       = {Ana Maria Ifrim and
                  Ionica Oncioiu},
  title        = {A Hybrid Numerical-Semantic Clustering Algorithm Based on Scalarized
                  Optimization},
  journal      = {Algorithms},
  volume       = {18},
  number       = {10},
  pages        = {607},
  year         = {2025},
  url          = {https://doi.org/10.3390/a18100607},
  doi          = {10.3390/A18100607},
  timestamp    = {Fri, 31 Oct 2025 14:41:59 +0100},
  biburl       = {https://dblp.org/rec/journals/algorithms/IfrimO25.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```

CONTROL OUTPUT:
```
NOT FOUND% NOT FOUND: the machine learning-oriented paper from 2024
```

TREATMENT OUTPUT:
```
@proceedings{Sheth2020,
  editor       = {Manas Gaur and
                  Alejandro Jaimes and
                  Fatma Ozcan and
                  Srinivasan Parthasarathy and
                  Sameena Shah and
                  Amit P. Sheth and
                  Biplav Srivastava},
  title        = {Proceedings of the {ACM} {SIGKDD} Workshop on Knowledge-infused Mining
                  and Learning for Social Impact co-located with 26th {ACM} {SIGKDD}
                  Conference on Knowledge Discovery and Data Mining (Virtual) {(SIGKDD}
                  2020), San Diego, California, USA, August 24, 2020},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {2657},
  publisher    = {CEUR-WS.org},
  year         = {2020},
  url          = {https://ceur-ws.org/Vol-2657},
  urn          = {urn:nbn:de:0074-2657-5},
  timestamp    = {Fri, 10 Mar 2023 16:22:46 +0100},
  biburl       = {https://dblp.org/rec/conf/kdd/2020kiml.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```


## CITATION 74: "Sheth et al. 2020"

GROUND TRUTH:
```
@inproceedings{DBLP:conf/aaaiss/KursuncuGS20,
  author       = {Ugur Kursuncu and
                  Manas Gaur and
                  Amit P. Sheth},
  editor       = {Andreas Martin and
                  Knut Hinkelmann and
                  Hans{-}Georg Fill and
                  Aurona Gerber and
                  Doug Lenat and
                  Reinhard Stolle and
                  Frank van Harmelen},
  title        = {Knowledge Infused Learning {(K-IL):} Towards Deep Incorporation of
                  Knowledge in Deep Learning},
  booktitle    = {Proceedings of the {AAAI} 2020 Spring Symposium on Combining Machine
                  Learning and Knowledge Engineering in Practice, {AAAI-MAKE} 2020,
                  Palo Alto, CA, USA, March 23-25, 2020, Volume {I}},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {2600},
  publisher    = {CEUR-WS.org},
  year         = {2020},
  url          = {https://ceur-ws.org/Vol-2600/paper14.pdf},
  timestamp    = {Fri, 10 Mar 2023 16:22:39 +0100},
  biburl       = {https://dblp.org/rec/conf/aaaiss/KursuncuGS20.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```

CONTROL OUTPUT:
```
@misc{Oncioiu2025,
  author = {Oncioiu},
  title = {Unknown Publication},
  year = {2025},
  note = {No publications found in DBLP}
}
```

TREATMENT OUTPUT:
```
@article{Werner2022,
  author       = {Yannis Werner and
                  Tim van Hout and
                  Vijey Subramani Raja Gopalan and
                  Thomas Vietor},
  title        = {Test and Validation of the Surrogate-Based, Multi-Objective {GOMORS}
                  Algorithm against the {NSGA-II} Algorithm in Structural Shape Optimization},
  journal      = {Algorithms},
  volume       = {15},
  number       = {2},
  pages        = {46},
  year         = {2022},
  url          = {https://doi.org/10.3390/a15020046},
  doi          = {10.3390/A15020046},
  timestamp    = {Thu, 24 Mar 2022 15:55:47 +0100},
  biburl       = {https://dblp.org/rec/journals/algorithms/WernerHGV22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```


## CITATION 75: "that test validation paper by Vietor"

GROUND TRUTH:
```
@article{DBLP:journals/algorithms/WernerHGV22,
  author       = {Yannis Werner and
                  Tim van Hout and
                  Vijey Subramani Raja Gopalan and
                  Thomas Vietor},
  title        = {Test and Validation of the Surrogate-Based, Multi-Objective {GOMORS}
                  Algorithm against the {NSGA-II} Algorithm in Structural Shape Optimization},
  journal      = {Algorithms},
  volume       = {15},
  number       = {2},
  pages        = {46},
  year         = {2022},
  url          = {https://doi.org/10.3390/a15020046},
  doi          = {10.3390/A15020046},
  timestamp    = {Thu, 24 Mar 2022 15:55:47 +0100},
  biburl       = {https://dblp.org/rec/journals/algorithms/WernerHGV22.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```

CONTROL OUTPUT:
```
@inproceedings{Sheth2020,
  author = {Rishit Sheth and Nicol{\`o} Fusi},
  title = {Differentiable Feature Selection by Discrete Relaxation},
  booktitle = {Proceedings of the 23rd International Conference on Artificial Intelligence and Statistics (AISTATS)},
  year = {2020},
  pages = {1564--1572}
}
```

TREATMENT OUTPUT:
```
@article{Touafek2023,
  author       = {Nesrine Touafek and
                  Fatima Benbouzid{-}Si Tayeb and
                  Asma Ladj},
  title        = {A Reinforcing-Learning-Driven Artificial Bee Colony Algorithm for
                  Scheduling Jobs and Flexible Maintenance under Learning and Deteriorating
                  Effects},
  journal      = {Algorithms},
  volume       = {16},
  number       = {9},
  pages        = {397},
  year         = {2023},
  url          = {https://doi.org/10.3390/a16090397},
  doi          = {10.3390/A16090397},
  timestamp    = {Tue, 07 May 2024 20:27:22 +0200},
  biburl       = {https://dblp.org/rec/journals/algorithms/TouafekTL23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```


## CITATION 76: "Benbouzid procee23"

GROUND TRUTH:
```
@inproceedings{DBLP:conf/fat/Benbouzid23,
  author       = {Bilel Benbouzid},
  title        = {Fairness in machine learning from the perspective of sociology of
                  statistics: How machine learning is becoming scientific by turning
                  its back on metrological realism},
  booktitle    = {Proceedings of the 2023 {ACM} Conference on Fairness, Accountability,
                  and Transparency, FAccT 2023, Chicago, IL, USA, June 12-15, 2023},
  pages        = {35--43},
  publisher    = {{ACM}},
  year         = {2023},
  url          = {https://doi.org/10.1145/3593013.3593974},
  doi          = {10.1145/3593013.3593974},
  timestamp    = {Sun, 02 Nov 2025 21:27:25 +0100},
  biburl       = {https://dblp.org/rec/conf/fat/Benbouzid23.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```

CONTROL OUTPUT:
```
@article{Vietor2022,
  author = {Yannis Werner and Tim van Hout and Vijey Subramani Raja Gopalan and Thomas Vietor},
  title = {Test and Validation of the Surrogate-Based, Multi-Objective {GOMORS} Algorithm against the {NSGA-II} Algorithm in Structural Shape Optimization},
  journal = {Algorithms},
  year = {2022},
  volume = {15},
  number = {2},
  pages = {46}
}
```

TREATMENT OUTPUT:
```
@article{Zhao2025,
  author       = {Yu Zhao and
                  Jinghao Chen and
                  Jie Meng and
                  Peng Ye and
                  Kuojun Yang and
                  Wuhuang Huang},
  title        = {Real-Time Digital Background Calibration Technology for Integral Nonlinearity
                  of Analog-to-Digital Converters},
  journal      = {{IEEE} Trans. Instrum. Meas.},
  volume       = {74},
  pages        = {1--11},
  year         = {2025},
  url          = {https://doi.org/10.1109/TIM.2025.3550213},
  doi          = {10.1109/TIM.2025.3550213},
  timestamp    = {Fri, 09 May 2025 20:25:13 +0200},
  biburl       = {https://dblp.org/rec/journals/tim/ZhaoCMYYH25.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```


## CITATION 77: "that digital background paper by Meng"

GROUND TRUTH:
```
@article{DBLP:journals/integration/YinLLSDCWLM25,
  author       = {Yongsheng Yin and
                  Long Li and
                  Jiashen Li and
                  Yukun Song and
                  Honghui Deng and
                  Hongmei Chen and
                  Luotian Wu and
                  Muqi Li and
                  Xu Meng},
  title        = {Digital background calibration algorithm for pipelined {ADC} based
                  on time-delay neural network with genetic algorithm feature selection},
  journal      = {Integr.},
  volume       = {100},
  pages        = {102295},
  year         = {2025},
  url          = {https://doi.org/10.1016/j.vlsi.2024.102295},
  doi          = {10.1016/J.VLSI.2024.102295},
  timestamp    = {Mon, 18 Nov 2024 16:25:15 +0100},
  biburl       = {https://dblp.org/rec/journals/integration/YinLLSDCWLM25.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```

CONTROL OUTPUT:
```
@inproceedings{Benbouzid2023,
  author = {Bilel Benbouzid},
  title = {Fairness in Machine Learning from the Perspective of Sociology of Statistics: How Machine Learning is Becoming Scientific by Turning its Back on Metrological Realism},
  booktitle = {Proceedings of the 2023 ACM Conference on Fairness, Accountability, and Transparency (FAccT)},
  year = {2023},
  address = {Chicago, IL, USA}
}
```

TREATMENT OUTPUT:
```
NOT FOUND% NOT FOUND: Citation 78 - Schmid aaai21 (AAAI connection failed during search)
```


## CITATION 78: "Schmid aaai21"

GROUND TRUTH:
```
@inproceedings{DBLP:conf/aaaiss/000321,
  author       = {Thomas Schmid},
  editor       = {Andreas Martin and
                  Knut Hinkelmann and
                  Hans{-}Georg Fill and
                  Aurona Gerber and
                  Doug Lenat and
                  Reinhard Stolle and
                  Frank van Harmelen},
  title        = {Batch-like Online Learning for More Robust Hybrid Artificial Intelligence:
                  Deconstruction as a Machine Learning Process},
  booktitle    = {Proceedings of the {AAAI} 2021 Spring Symposium on Combining Machine
                  Learning and Knowledge Engineering {(AAAI-MAKE} 2021), Stanford University,
                  Palo Alto, California, USA, March 22-24, 2021},
  series       = {{CEUR} Workshop Proceedings},
  volume       = {2846},
  publisher    = {CEUR-WS.org},
  year         = {2021},
  url          = {https://ceur-ws.org/Vol-2846/paper14.pdf},
  timestamp    = {Fri, 10 Mar 2023 16:22:39 +0100},
  biburl       = {https://dblp.org/rec/conf/aaaiss/000321.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```

CONTROL OUTPUT:
```
NOT FOUND% NOT FOUND: digital background paper by Meng - multiple Meng authors found
```

TREATMENT OUTPUT:
```
@article{Sakshi2024,
  author       = {Sakshi and
                  Vinay Kukreja},
  title        = {Machine learning and non-machine learning methods in mathematical
                  recognition systems: Two decades' systematic literature review},
  journal      = {Multim. Tools Appl.},
  volume       = {83},
  number       = {9},
  pages        = {27831--27900},
  year         = {2024},
  url          = {https://doi.org/10.1007/s11042-023-16356-z},
  doi          = {10.1007/S11042-023-16356-Z},
  timestamp    = {Sat, 16 Mar 2024 15:10:40 +0100},
  biburl       = {https://dblp.org/rec/journals/mta/SakshiK24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```


## CITATION 79: "Kukreja's machine learning work from 2024"

GROUND TRUTH:
```
@article{DBLP:journals/mta/SakshiK24,
  author       = {Sakshi and
                  Vinay Kukreja},
  title        = {Machine learning and non-machine learning methods in mathematical
                  recognition systems: Two decades' systematic literature review},
  journal      = {Multim. Tools Appl.},
  volume       = {83},
  number       = {9},
  pages        = {27831--27900},
  year         = {2024},
  url          = {https://doi.org/10.1007/s11042-023-16356-z},
  doi          = {10.1007/S11042-023-16356-Z},
  timestamp    = {Sat, 16 Mar 2024 15:10:40 +0100},
  biburl       = {https://dblp.org/rec/journals/mta/SakshiK24.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```

CONTROL OUTPUT:
```
@misc{Meng2024,
  author = {Meng Pang},
  title = {Recovering a Clean Background: A Parallel Deep Network Architecture for Single-Image Deraining},
  journal = {Pattern Recognition Letters},
  year = {2024},
  note = {Digital background - best match found}
}
```

TREATMENT OUTPUT:
```
@article{Faraji2025,
  author       = {Hossien Faraji and
                  Amir Khorsandi and
                  Seyed Hossein Hosseinian},
  title        = {Multi-Level Frequency Control, Resilience Enhancement and Cyber-Attack
                  Identification in Multi-Area {LCC-HVDC} Interconnected Networks},
  journal      = {{IEEE} Trans. Smart Grid},
  volume       = {16},
  number       = {2},
  pages        = {1719--1731},
  year         = {2025},
  url          = {https://doi.org/10.1109/TSG.2024.3492956},
  doi          = {10.1109/TSG.2024.3492956},
  timestamp    = {Fri, 07 Mar 2025 18:30:53 +0100},
  biburl       = {https://dblp.org/rec/journals/tsg/FarajiKH25.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```


## CITATION 80: "Hosseini et al. 2025"

GROUND TRUTH:
```
@article{DBLP:journals/ijcisys/MaazalahiH25,
  author       = {Mahdieh Maazalahi and
                  Soodeh Hosseini},
  title        = {A Novel Hybrid Method Using Grey Wolf Algorithm and Genetic Algorithm
                  for IoT Botnet DDoS Attacks Detection},
  journal      = {Int. J. Comput. Intell. Syst.},
  volume       = {18},
  number       = {1},
  pages        = {61},
  year         = {2025},
  url          = {https://doi.org/10.1007/s44196-025-00774-y},
  doi          = {10.1007/S44196-025-00774-Y},
  timestamp    = {Sun, 15 Jun 2025 21:07:26 +0200},
  biburl       = {https://dblp.org/rec/journals/ijcisys/MaazalahiH25.bib},
  bibsource    = {dblp computer science bibliography, https://dblp.org}
}
```

CONTROL OUTPUT:
```
@inproceedings{Schmid2021,
  author = {Samuel Sokota and Edward Lockhart and Finbarr Timbers and Elnaz Davoodi and Ryan D'Orazio and Neil Burch and Michael Bowling and Marc Lanctot and Martin Schmid},
  title = {Solving Common-Payoff Games with Approximate Policy Iteration},
  booktitle = {Proceedings of the 35th AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2021},
  pages = {9695--9703}
}
```

TREATMENT OUTPUT:
```
NOT FOUND% NOT FOUND: Citation 81 - Lu energy25 (connection errors during search, no clear match found)
```

