Results of RF algorithm screening factors. by Jintao Li (448681)

The relevant code in the manuscript can be found in the supporting information data file. by Xini Fang (20861990)

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Structure of the Kuhn-Munkres Algorithm. by Qingnan Ji (22662198)

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User satisfaction scores for different algorithms. by Qingnan Ji (22662198)

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Performance of different machine learning algorithms. by Apichat Suratanee (634281)

Datasets for Development of Machine Learning Models in Blue Hydrogen Production Process by William George Davies (21661315)

Illustration of the Noisy Student algorithm proposed by [30]. by Martin Wutke (19786999)

The pseudocode of the RFE algorithm. by Zuzhen Ji (17593348)

Hyperparameters of self-supervised learning algorithms used in Experiments 1–5. by Lalit Pandey (13195488)

The steps of applying RF algorithm. by Zuzhen Ji (17593348)

<i>Wolfset: A High-Quality Underwater Acoustic Dataset for Algorithm Development and Analysis</i> by Nuno Pessanha Santos (7381244)

“…<p dir="ltr">As data becomes increasingly available, relying on quality datasets for algorithm analysis and development is essential. …”

Energy consumption in the PPO process. by Yunhu Huang (21402795)

“…In this paper, expert knowledge is combined with deep reinforcement learning algorithm (Proximal Policy Optimization, PPO) and two enhanced intelligent train operation algorithms (EITO) are proposed. …”

Running time in the PPO process. by Yunhu Huang (21402795)

“…In this paper, expert knowledge is combined with deep reinforcement learning algorithm (Proximal Policy Optimization, PPO) and two enhanced intelligent train operation algorithms (EITO) are proposed. …”

Proposed hybrid GA- ML algorithms. by Ankur Kumar (1357440)

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Proposed GA-ML algorithms pseudocode. by Ankur Kumar (1357440)

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Data labeling. by Saad Hammood Mohammed (20623506)

“…Future research should focus on integrating real-world smart grid data for validation, developing adaptive learning mechanisms, exploring other bio-inspired optimization algorithms, and addressing real-time processing and scalability challenges in large-scale deployments.…”

Control process flowchart. by Hongjun Meng (5031806)

“…The proposed soft actuator model was validated, and the effectiveness of the proposed optimized algorithm was evaluated. Experimental results demonstrated that the application of the soft control model and the control parameter optimization algorithm reduced tracking angle errors by more than 50%, resulting in improved control accuracy and greater stability.…”

Video 1_Learning-based control for tendon-driven continuum robotic arms.mp4 by Nima Maghooli (21710783)

Subjects: “…Artificial Intelligence and Image Processing…”

Flowchart of the proposed Margin Weighted Robust Discriminant Score (MW-RDS) algorithm. by Sheema Gul (21519289)

Data process. by Maeva El Bouchikhi (20442436)

“…They highlighted an important number of ethical issues which could be grouped into five overarching categories: goal relevance, adverse side effects, role of employees, data process, and vagueness. …”