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1. Balanced Resonate-and-Fire Neurons

2. Representation Learning of Multivariate Time Series using Attention and Adversarial Training

3. Loci-Segmented: Improving Scene Segmentation Learning

4. Learning Object Permanence from Videos via Latent Imaginations

5. The Deep Arbitrary Polynomial Chaos Neural Network or how Deep Artificial Neural Networks could benefit from Data-Driven Homogeneous Chaos Theory

7. Inductive biases in deep learning models for weather prediction

9. Efficient LSTM Training with Eligibility Traces

11. A Taxonomy of Recurrent Learning Rules

12. Generating Sparse Counterfactual Explanations For Multivariate Time Series

13. Learning What and Where: Disentangling Location and Identity Tracking Without Supervision

14. Inference of Affordances and Active Motor Control in Simulated Agents

15. Composing Partial Differential Equations with Physics-Aware Neural Networks

16. Early Recognition of Ball Catching Success in Clinical Trials with RNN-Based Predictive Classification

17. Latent Event-Predictive Encodings through Counterfactual Regularization

18. Finite Volume Neural Network: Modeling Subsurface Contaminant Transport

19. Binding and Perspective Taking as Inference in a Generative Neural Network Model

20. Active Tuning

21. Latent State Inference in a Spatiotemporal Generative Model

22. Inferring, Predicting, and Denoising Causal Wave Dynamics

27. Fostering Event Compression using Gated Surprise

28. Learning Precise Spike Timings with Eligibility Traces

29. Investigating Efficient Learning and Compositionality in Generative LSTM Networks

30. A Distributed Neural Network Architecture for Robust Non-Linear Spatio-Temporal Prediction

31. Learning, Planning, and Control in a Monolithic Neural Event Inference Architecture

40. Differences in Management of Eosinophilic Esophagitis in Europe: An Assessment of Current Practice

41. Partial enteral nutrition has no benefit on bone health but improves growth in paediatric patients with quiescent or mild Crohn's disease

45. Pediatric Eosinophilic Esophagitis: Results of the European Retrospective Pediatric Eosinophilic Esophagitis Registry (RetroPEER)


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