Publications
Fast, continual (One-shot), Episodic Learning
- G. Kowadlo, A. Ahmed, A. Mayan and D. Rawlinson, Continual few-shot learning with Hippocampal-inspired replay, https://doi.org/10.48550/arxiv.2209.07863, 2022
- G. Kowadlo, A. Ahmed, and D. Rawlinson, One-shot learning for the long term: consolidation with an artificial hippocampal algorithm, International Joint Conference on Neural Networks (IJCNN), 2021
- G. Kowadlo, A. Ahmed, and D. Rawlinson, Unsupervised One-shot Learning of Both Specific Instances and Generalised Classes with a Hippocampal Architecture, The Australasian Joint Conference on Artificial Intelligence, 2020
- G. Kowadlo, A. Ahmed, and D. Rawlinson, AHA! an ‘Artificial Hippocampal Algorithm’ for Episodic Machine Learning, https://arxiv.org/abs/1909.10340, 2019
Better representations
- C. Rajagopalan, D. Rawlinson, E. Goldberg and G. Kowadlo, Deep learning in a bilateral brain with hemispheric specialization, https://doi.org/10.48550/arxiv.2209.06862, 2022
- D. Rawlinson, A. Ahmed, and G. Kowadlo, “Learning distant cause and effect using only local and immediate credit assignment”, International Joint Conference on Neural Networks (IJCNN), 2021.
- J. Gordon, D. Rawlinson, and S. Ahmad. Long distance relationships without time travel: Boosting the performance of a sparse predictive autoencoder in sequence modeling, IAPR Workshop on Artificial Neural Networks in Pattern Recognition. Springer, Cham, 2020.
- D. Rawlinson, A. Ahmed, and G. Kowadlo, “Sparse Unsupervised Capsules Generalize Better,” 2018
Self-organizing networks
- S. Borgohain, G. Kowadlo, D. Rawlinson, C. Bergmeir, K. Loo, H. Rangarajan, L. Kuhlmann, “Self-organising Neural Network Hierarchy”, The Australasian Joint Conference on Artificial Intelligence, 2020
- S. Borgohain, G. Kowadlo, D. Rawlinson, C. Bergmeir, K. Loo, H. Rangarajan, L. Kuhlmann, “Self-organising Neural Network Hierarchy”, From Neuroscience to Artificially Intelligent Systems (NAISys), CSHL, 2020 [Poster]