| 2021 | A Parameterless t-SNE for Faithful Cluster Embeddings from Prototype-based Learning and CONN Similarity. | Joshua Taylor, Erzsbet Mernyi |
| 2021 | Behavior Constraining in Weight Space for Offline Reinforcement Learning. | Phillip Swazinna, Steffen Udluft, Daniel Hein, Thomas A. Runkler |
| 2021 | Constraint optimization for Echo State Networks applied to satellite image forecasting. | Jochen J. Steil, Yannic Lieder |
| 2021 | Deep Graph Convolutional Networks for Wind Speed Prediction. | Tomasz Stanczyk, Siamak Mehrkanoon |
| 2021 | Fusion of estimations from two modalities using the Viterbi's algorithm: application to fetal heart rate monitoring. | Rmi Souriau, Julie Fontecave Jallon, Bertrand Rivet |
| 2021 | Weightless Neural Networks for text classification using tf-idf. | Antonio Sorgente, Massimo De Gregorio, Giuseppe Vettigli |
| 2021 | Improvement on Generative Adversarial Network for Targeted Drug Design. | Beatriz P. Santos, Maryam Abbasi, Tiago Pereira, Bernardete Ribeiro, Joel Arrais |
| 2021 | Pruning Neural Networks with Supermasks. | Vincent Rolfs, Matthias Kerzel, Stefan Wermter |
| 2021 | Towards Robust Auxiliary Tasks for Language Adaptation. | Gil Rocha, Henrique Lopes Cardoso |
| 2021 | RecLVQ: Recurrent Learning Vector Quantization. | Jensun Ravichandran, Thomas Villmann, Marika Kaden |
| 2021 | Semi-supervised learning with Bayesian Confidence Propagation Neural Network. | Naresh Balaji Ravichandran, Anders Lansner, Pawel Andrzej Herman |
| 2021 | SmoothLRP: Smoothing LRP by Averaging over Stochastic Input Variations. | Arne P. Raulf, Sina Dubener, Ben Hack, Axel Mosig, Asja Fischer |
| 2021 | Domain Adversarial Tangent Learning Towards Interpretable Domain Adaptation. | Christoph Raab, Sascha Saralajew, Frank-Michael Schleif |
| 2021 | A Relational Model for One-Shot Classification. | Arturs Polis, Alexander Ilin |
| 2021 | Privacy-Preserving Kernel Computation For Vertically Partitioned Data. | Mirko Polato, Alberto Gallinaro, Fabio Aiolli |
| 2021 | Combining Attack Success Rate and DetectionRate for effective Universal Adversarial Attacks. | Valentina Poggioni, Alina Elena Baia, Alfredo Milani |
| 2021 | Slope: A First-order Approach for Measuring Gradient Obfuscation. | Maura Pintor, Luca Demetrio, Giovanni Manca, Battista Biggio, Fabio Roli |
| 2021 | Orientation Adaptive Minimal Learning Machine for Directions of Atomic Forces. | Antti Pihlajamki, Joakim Linja, Joonas Hmlinen, Paavo Nieminen, Sami Malola, Tommi Krkkinen, Hannu Hkkinen |
| 2021 | Continual Learning at the Edge: Real-Time Training on Smartphone Devices. | Lorenzo Pellegrini, Vincenzo Lomonaco, Gabriele Graffieti, Davide Maltoni |
| 2021 | Deep Echo State Networks for Functional Ambulation Categories Estimation. | Luca Pedrelli, Marco Tramontano, Giuseppe Vannozzi, Andrea Mannini |
| 2021 | Judging competitions and benchmarks: a candidate election approach. | Adrien Pavao, Isabelle Guyon, Michael Vaccaro |
| 2021 | Tangent Graph Convolutional Network. | Luca Pasa, Nicol Navarin, Alessandro Sperduti |
| 2021 | The Benefits of Adversarial Defence in Generalisation. | Luca Oneto, Sandro Ridella, Davide Anguita |
| 2021 | Complex Data: Learning Trustworthily, Automatically, and with Guarantees. | Luca Oneto, Nicol Navarin, Battista Biggio, Federico Errica, Alessio Micheli, Franco Scarselli, Monica Bianchini, Alessandro Sperduti |
| 2021 | Improving Graph Variational Autoencoders with Multi-Hop Simple Convolutions. | Erik Jhones F. do Nascimento, Amauri H. Souza, Diego Mesquita |