Combined Reinforcement Learning via Abstract Representations
Comments Accepted to the Thirty-Third AAAI Conference On Artificial Intelligence, 2019
作者
Yoshua Bengio
Machine Learning
Bayesian Model-Agnostic Meta-Learning
Comments First two authors contributed equally. 15 pages with appendix including experimental details. Accepted in NIPS 2018
Image-to-image translation for cross-domain disentanglement
Comments Accepted to NIPS 2018
Dendritic cortical microcircuits approximate the backpropagation algorithm
Comments To appear in Advances in Neural Information Processing Systems 31 (NIPS 2018). 12 pages, 3 figures, 9 pages of supplementary material (2 supplementary figures)
How can deep learning advance computational modeling of sensory information processing?
Comments Presented at MLINI-2016 workshop, 2016 (arXiv:1701.01437)
A Data-Efficient Framework for Training and Sim-to-Real Transfer of Navigation Policies
Comments Under review in ICRA 2019
HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering
Comments EMNLP 2018 long paper. The first three authors contribute equally. Data, code, and blog posts available at https://hotpotqa.github.io/
Three Factors Influencing Minima in SGD
Comments First two authors contributed equally. Short version accepted into ICLR workshop. Accepted to Artificial Neural Networks and Machine Learning, ICANN 2018
Sparse Attentive Backtracking: Temporal CreditAssignment Through Reminding
Comments To appear as a Spotlight presentation at NIPS 2018
Variance Regularizing Adversarial Learning
Comments Method is out of date and some results are incorrect
Generalization of Equilibrium Propagation to Vector Field Dynamics
The Bottleneck Simulator: A Model-based Deep Reinforcement Learning Approach
Comments 26 pages, 2 figures, 4 tables
Quaternion Convolutional Neural Networks for End-to-End Automatic Speech Recognition
Comments Accepted at INTERSPEECH 2018
Towards Gene Expression Convolutions using Gene Interaction Graphs
Comments 4 pages +1 page references, To appear in the International Conference on Machine Learning Workshop on Computational Biology, 2018
Modularity Matters: Learning Invariant Relational Reasoning Tasks
Comments Modified abstract to fit arXiv character limit
Focused Hierarchical RNNs for Conditional Sequence Processing
Comments To appear at ICML 2018
Twin Regularization for online speech recognition
Comments Accepted at INTESPEECH 2018
Straight to the Tree: Constituency Parsing with Neural Syntactic Distance
Comments Published at ACL2018
Learning to rank for censored survival data
A Walk with SGD
Comments First two authors contributed equally
Neural Models for Key Phrase Detection and Question Generation
Comments Machine Reading for Question Answering workshop at ACL 2018
Equivalence of Equilibrium Propagation and Recurrent Backpropagation
On the iterative refinement of densely connected representation levels for semantic segmentation
Commonsense mining as knowledge base completion? A study on the impact of novelty
Comments Published in Workshop on New Forms of Generalization in Deep Learning and Natural Language Processing (NAACL 2018)
Universal Successor Representations for Transfer Reinforcement Learning
Fortified Networks: Improving the Robustness of Deep Networks by Modeling the Manifold of Hidden Representations
Comments Under Review ICML 2018
Fine-Grained Attention Mechanism for Neural Machine Translation
Comments 9 pages, 4 figures
Journal ref Neurocomputing 2018
Learning General Purpose Distributed Sentence Representations via Large Scale Multi-task Learning
Comments Accepted at ICLR 2018
Light Gated Recurrent Units for Speech Recognition
Comments Copyright 2018 IEEE
Journal ref IEEE Transactions on Emerging Topics in Computational Intelligence, vol. 2, no. 2, pp. 92-102, April 2018
Fraternal Dropout
Comments Accepted to ICLR 2018. Extended appendix. Added official GitHub code for replication: https://github.com/kondiz/fraternal-dropout . Added references. Corrected typos
