| 1 | -- | 21 | Nikolaos Tsokanas, Roland Pastorino, Bozidar Stojadinovic. A Comparison of Surrogate Modeling Techniques for Global Sensitivity Analysis in Hybrid Simulation |
| 22 | -- | 41 | Nermeen Abou Baker, Nico Zengeler, Uwe Handmann. A Transfer Learning Evaluation of Deep Neural Networks for Image Classification |
| 42 | -- | 65 | Luís Filipe Costa Cunha, José Carlos Ramalho. NER in Archival Finding Aids: Extended |
| 66 | -- | 102 | Mehdi Hassanpour, Marc Riera, Antonio González 0001. A Survey of Near-Data Processing Architectures for Neural Networks |
| 103 | -- | 104 | . Acknowledgment to Reviewers of Machine Learning and Knowledge Extraction in 2021 |
| 105 | -- | 130 | Austin Schmidt, Md Wasi Ul Kabir, Md. Tamjidul Hoque. Machine Learning Based Restaurant Sales Forecasting |
| 131 | -- | 149 | Ivan-Alejandro Garcia-Ramirez, Arturo Calderon-Mora, Andres Mendez-Vazquez, Susana Ortega-Cisneros, Ivan Reyes-Amezcua. A Novel Framework for Fast Feature Selection Based on Multi-Stage Correlation Measures |
| 150 | -- | 171 | Scarlet Stadtler, Clara Betancourt, Ribana Roscher. Explainable Machine Learning Reveals Capabilities, Redundancy, and Limitations of a Geospatial Air Quality Benchmark Dataset |
| 172 | -- | 221 | Matthias Hutsebaut-Buysse, Kevin Mets, Steven Latré. Hierarchical Reinforcement Learning: A Survey and Open Research Challenges |
| 222 | -- | 239 | Monica Arenas, Hüseyin Demirci, Gabriele Lenzini. An Analysis of Cholesteric Spherical Reflector Identifiers for Object Authenticity Verification |
| 240 | -- | 253 | Arashdeep Singh, Jashandeep Singh, Ariba Khan, Amar Gupta. Developing a Novel Fair-Loan Classifier through a Multi-Sensitive Debiasing Pipeline: DualFair |
| 254 | -- | 275 | Nadeesha Perera, Thi Thuy Linh Nguyen, Matthias Dehmer, Frank Emmert-Streib. Comparison of Text Mining Models for Food and Dietary Constituent Named-Entity Recognition |
| 276 | -- | 315 | Janosch Moos, Kay Hansel, Hany Abdulsamad, Svenja Stark, Debora Clever, Jan Peters 0001. Robust Reinforcement Learning: A Review of Foundations and Recent Advances |