LSTM: A search space odyssey

K Greff, RK Srivastava, J Koutník… - IEEE transactions on …, 2016 - ieeexplore.ieee.org
… Most modern studies incorporate many improvements that have been made to the LSTM
the LSTM architecture. We evaluate the most popular LSTM architecture (vanilla LSTM; Section …

A way out of the odyssey: Analyzing and combining recent insights for lstms

S Longpre, S Pradhan, C Xiong, R Socher - arXiv preprint arXiv …, 2016 - arxiv.org
… We propose and analyze a series of augmentations and modifications to LSTM networks
resulting in improved performance for text classification datasets. We observe compounding …

Simplified LSTM unit and search space probability exploration for image description

O Nina, A Rodriguez - 2015 10th International Conference on …, 2015 - ieeexplore.ieee.org
… We also propose a novel algorithm for exploring the search space of sentences inferred …
our simplified LSTM unit. We explore the search space by reducing it to a search over sequential …

BERT: a sentiment analysis odyssey: S. Alaparthi, M. Mishra

S Alaparthi, M Mishra - Journal of Marketing Analytics, 2021 - Springer
… Finally, for implementation of deep neural network techniques of LSTM and BERT we have
utilized the package TensorFlow 2.4.0 (Abadi et al. 2016) using Keras 2.4.0 (Chollet et al. …

Generative deep learning for de novo drug design─ a chemical space odyssey

R Özçelik, H Brinkmann, E Criscuolo… - Journal of Chemical …, 2025 - ACS Publications
… design through generative methods continues to be an odyssey (from Greek “Oδúσσεια”,
meaning “the journey of Odysseus” or “a long and adventurous journey”) in chemical space. …

[CITATION][C] LSTM: a search space odyssey (2015)

K Greff, RK Srivastava, J Koutnik… - arXiv preprint arXiv …, 2016 - Available

[CITATION][C] Steunebrink Bas R., Schmidhuber Jürgen, LSTM: A search space odyssey

G Klaus, K Srivastava Rupesh, K Jan - IEEE transactions on neural networks and …, 2017

[CITATION][C] LSTM: A search space odyssey. arXiv. org

K Greff, RK Srivastava, J Koutník, BR Steunebrink… - 2015 - March

[CITATION][C] A Search Space Odyssey., 2017, 28

…, RK Srivastava, J Koutník, BR Steunebrink, JS LSTM - DOI: https://doi. org/10.1109 …, 2016

[CITATION][C] LSTM: A search space odyssey. arXiv 2015

K Greff, RK Srivastava, J Koutník, BR Steunebrink… - arXiv preprint arXiv …, 2015