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Optimizing Detection Reliability in Safety-Critical Computer Vision: Transfer Learning and Hyperparameter Tuning with Multi-Task Learning.

• Authors : Broderick W; Department of Computer Science, Trent University, Peterborough, ON K9L 0G2, Canada.; McConnell S

• Source: Sensors (Basel, Switzerland) [Sensors (Basel)] 2025 Oct 12; Vol. 25 (20). Date of Electronic Publication: 2025 Oct 12.Publisher: MDPI Country of Publication: Switzerland NLM ID: 101204366 Publication Model: Electronic Cited Medium: Internet ISSN: 1424-8220

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Reward design and hyperparameter tuning for generalizable deep reinforcement learning agents in autonomous racing.

• Authors : Kunda NSS; Department of Computer Science and Engineering, Amrita School of Computing, Amrita Vishwa Vidyapeetham, Bengaluru, India.; Kc P

• Source: Scientific reports [Sci Rep] 2025 Dec 16; Vol. 15 (1), pp. 43940. Date of Electronic Publication: 2025 Dec 16.Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN:

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Semi-supervised GAN with hybrid regularization and evolutionary hyperparameter tuning for accurate melanoma detection.

• Authors : Golkarieh A; Department of Mechanical Engineering, University of Michigan, Michigan, USA.; Razmara P

Subjects: Melanoma*/Melanoma*/Melanoma*/diagnosis ; Skin Neoplasms*/Skin Neoplasms*/Skin Neoplasms*/diagnosis ; Supervised Machine Learning*

• Source: Scientific reports [Sci Rep] 2025 Aug 30; Vol. 15 (1), pp. 31977. Date of Electronic Publication: 2025 Aug 30.Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN:

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Heuristic based federated learning with adaptive hyperparameter tuning for households energy prediction.

• Authors : Toderean L; Distributed Systems Research Laboratory, Computer Science Department, Technical University of Cluj-Napoca, G. Barițiu 26-28, Cluj-Napoca, 400027, Romania.; Daian M

• Source: Scientific reports [Sci Rep] 2025 Apr 12; Vol. 15 (1), pp. 12564. Date of Electronic Publication: 2025 Apr 12.Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN:

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Optimizing Depression Classification Using Combined Datasets and Hyperparameter Tuning with Optuna.

• Authors : Duță Ș; Applied Electronics and Information Engineering, National University of Science and Technology POLITEHNICA Bucharest (U.N.S.T.P.B.), 060042 Bucharest, Romania.; Sultana AE

Subjects: Electroencephalography*/Electroencephalography*/Electroencephalography*/methods ; Depression*/Depression*/Depression*/diagnosis ; Depression*/Depression*/Depression*/classification

• Source: Sensors (Basel, Switzerland) [Sensors (Basel)] 2025 Mar 26; Vol. 25 (7). Date of Electronic Publication: 2025 Mar 26.Publisher: MDPI Country of Publication: Switzerland NLM ID: 101204366 Publication Model: Electronic Cited Medium: Internet ISSN: 1424-8220

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An intelligent fault diagnosis model for bearings with adaptive hyperparameter tuning in multi-condition and limited sample scenarios.

• Authors : Li J; Faculty of Engineering, Monash University, Clayton, VIC, 3800, Australia.; Huang Z

• Source: Scientific reports [Sci Rep] 2025 Mar 24; Vol. 15 (1), pp. 10095. Date of Electronic Publication: 2025 Mar 24.Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN:

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Ensemble genetic and CNN model-based image classification by enhancing hyperparameter tuning.

• Authors : Hussain W; Department of Computer Science, The Islamia University of Bahawalpur, Bahawalpur, Punjab, Pakistan.; Mushtaq MF

Subjects: Neural Networks, Computer* ; Algorithms*; Image Processing, Computer-Assisted/Image Processing, Computer-Assisted/Image Processing, Computer-Assisted/methods

• Source: Scientific reports [Sci Rep] 2025 Jan 06; Vol. 15 (1), pp. 1003. Date of Electronic Publication: 2025 Jan 06.Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN:

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Retraction Note: Hybrid CNN-LSTM model with efficient hyperparameter tuning for prediction of Parkinson's disease.

• Authors : Lilhore UK; Department of Computer Science and Engineering, Chandigarh University, Chandigarh, Punjab, India.; Dalal S

• Source: Scientific reports [Sci Rep] 2024 Nov 07; Vol. 14 (1), pp. 27077. Date of Electronic Publication: 2024 Nov 07.Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN:

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Intelligence model on sequence-based prediction of PPI using AISSO deep concept with hyperparameter tuning process.

• Authors : Thareja P; DCSA, Maharshi Dayanand University, Rohtak, Haryana, India.; Chhillar RS

Subjects: Neural Networks, Computer*; Protein Interaction Mapping/Protein Interaction Mapping/Protein Interaction Mapping/methods ; Computational Biology/Computational Biology/Computational Biology/methods

• Source: Scientific reports [Sci Rep] 2024 Sep 18; Vol. 14 (1), pp. 21797. Date of Electronic Publication: 2024 Sep 18.Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN:

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Precision meets generalization: Enhancing brain tumor classification via pretrained DenseNet with global average pooling and hyperparameter tuning.

• Authors : Aziz N; Department of Computer Systems Engineering, University of Engineering and Technology(UET), Peshawar, Khyber Pakhtunkhwa, Pakistan.; National Center for Big Data and Cloud Computing (NCBC), University of Engineering and Technology, Peshawar, Khyber Pakhtunkhwa, Pakistan.

Subjects: Brain Neoplasms*/Brain Neoplasms*/Brain Neoplasms*/diagnostic imaging ; Brain Neoplasms*/Brain Neoplasms*/Brain Neoplasms*/pathology ; Brain Neoplasms*/Brain Neoplasms*/Brain Neoplasms*/classification

• Source: PloS one [PLoS One] 2024 Sep 06; Vol. 19 (9), pp. e0307825. Date of Electronic Publication: 2024 Sep 06 (Print Publication: 2024).Publisher: Public Library of Science Country of Publication: United States NLM ID: 101285081 Publication Model: eCollection Cited Medium: Internet

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