Faculties » Faculty of Mathematics » Chairs » Machine Learning

A full list of my publications can be found at: google scholar

2019

Translating Natural Language to SQL using Pointer-Generator Networks and How Decoding Order Matters
D Lukovnikov, N Chakraborty, J Lehmann, A Fischer
AAAI 2019 Reasoning for Complex Question Answering Workshop

On the Relation Between the Sharpest Directions of DNN Loss and the SGD Step Length
S Jastrzębski, Z Kenton, N Ballas, A Fischer, Y Bengio, A Storkey
International Conference on Learning Representations (ICLR 2019)

2018

Width of Minima Reached by Stochastic Gradient Descent is Influenced by Learning Rate to Batch Size Ratio
S Jastrzębski, Z Kenton, D Arpit, N Ballas, A Fischer, Y Bengio, A Storkey
International Conference on Artificial Neural Networks (ICANN 2018)

Improving Response Selection in Multi-turn Dialogue Systems by Incorporating Domain Knowledge
D Chaudhuri, A Kristiadi, J Lehmann, A Fischer
SIGNLL Conference on Computational Natural Language Learning (CoNLL 2018)

On the regularization of Wasserstein GANs
H Petzka, A Fischer, D Lukovnikov
International Conference on Learning Representations (ICLR 2018)

Finding Flatter Minima with SGD
S Jastrzębski, Z Kenton, D Arpit, N Ballas, A Fischer, Y Bengio, A Storkey
International Conference of Learning Representations (ICLR 2018) - workshop track

Population-Contrastive-Divergence: Does consistency help with RBM training?
O Krause, A Fischer, C Igel
Pattern Recognition Letters 102, 1-7

2017

Three factors influencing minima in SGD
S Jastrzębski, Z Kenton, D Arpit, N Ballas, A Fischer, Y Bengio, A Storkey
arXiv preprint arXiv:1711.04623

Graph-based predictable feature analysis
B Weghenkel, A Fischer, L Wiskott
Machine Learning 106 (9-10), 1359-1380

A closer look at memorization in deep networks
D Arpit, S Jastrzębski, N Ballas, D Krueger, E Bengio, MS Kanwal,T Maharaj, A Fischer, A Courville, Y Bengio, S Lacoste-Julien
International Conference of Machine Learning (ICML 2017), 233--242

Neural network-based question answering over knowledge graphs on word and character level
D Lukovnikov, A Fischer, J Lehmann, S Auer
Proceedings of the 26th international conference on World Wide Web (WWW 2017), 1211-1220

Deep Nets Don't Learn via Memorization
D Krueger, N Ballas, S Jastrzebski, D Arpit, MS Kanwal, T Maharaj, A Fischer, A Courville, Y Bengio, S Lacoste-Julien
International Conference of Learning Representations (ICLR 2017) - workshop track

STDP-Compatible Approximation of Back-Propagation in an Energy-Based Model
Y Bengio, T Mesnard, A Fischer, S Zhang, Y Wu
Neural Computation

Automatic Extraction of BEL-Statements based on Neural Networks
M Ali, S Madan, A Fischer, H Petzka, J Fluck
BioCreative VI Challange