🧑‍🔬 Alex Graves — all works

72 works · ← Alex Graves

1. Speech recognition with deep recurrent neural networks ↗IEEE International Conference on Acoustics Speech and Signal Processing · no summary yetAlex Graves, Abdelrahman Mohamed, Geoffrey E. Hinton2013 · 8,998 citations
2. Framewise phoneme classification with bidirectional LSTM and other neural network architectures ↗Neural Networks · no summary yetAlex Graves, Jürgen Schmidhuber2005 · 6,015 citations
3. Connectionist temporal classification ↗International Conference on Machine Learning · no summary yetAlex Graves et al.2006 · 5,379 citations
4. WaveNet: A Generative Model for Raw AudioarXiv:1609.03499Aaron van den Oord, Sander Dieleman, Heiga Zen, et al.2016 · 5,269 citations
5. Playing Atari with Deep Reinforcement Learning ↗arXiv:1312.5602 · no summary yetVolodymyr Mnih et al.2013 · 5,030 citations
6. Supervised Sequence Labelling with Recurrent Neural Networks ↗Studies in computational intelligence · no summary yetAlex Graves2012 · 3,172 citations
7. Recurrent Models of Visual Attention ↗arXiv (Cornell University) · no summary yetVolodymyr Mnih et al.2014 · 2,696 citations
8. Long Short-Term Memory ↗Studies in computational intelligence · no summary yetAlex Graves2012 · 2,425 citations
9. Conditional Image Generation with PixelCNN Decoders ↗arXiv (Cornell University) · no summary yetAäron van den Oord et al.2016 · 1,969 citations
10. Asynchronous Methods for Deep Reinforcement Learning ↗arXiv:1602.01783 · ICML 2016 · no summary yetVolodymyr Mnih et al.2016 · 1,955 citations
11. Towards End-To-End Speech Recognition with Recurrent Neural Networks ↗no summary yetAlex Graves, Navdeep Jaitly2014 · 1,826 citations
12. Hybrid speech recognition with Deep Bidirectional LSTM ↗IEEE Workshop on Automatic Speech Recognition and Understanding (ASRU) · no summary yetAlex Graves, Navdeep Jaitly, Abdelrahman Mohamed2013 · 1,819 citations
13. Hybrid computing using a neural network with dynamic external memory ↗Nature 538:471–476 · no summary yetAlex Graves et al.2016 · 1,553 citations
14. Sequence Transduction with Recurrent Neural NetworksarXiv:1211.3711Alex Graves2012 · 1,433 citations
15. Practical Variational Inference for Neural Networks ↗no summary yetAlex Graves2011 · 1,045 citations
16. DRAW: A Recurrent Neural Network For Image Generation ↗arXiv:1502.04623 · no summary yetKarol Gregor et al.2015 · 947 citations
17. Bidirectional LSTM Networks for Improved Phoneme Classification and Recognition ↗Lecture notes in computer science · no summary yetAlex Graves, Santiago Fernández, Jürgen Schmidhuber2005 · 928 citations
18. Offline Arabic Handwriting Recognition with Multidimensional Recurrent Neural Networks ↗Springer eBooks · no summary yetAlex Graves2012 · 686 citations
19. Noisy Networks for Exploration ↗arXiv (Cornell University) · no summary yetMeire Fortunato et al.2017 · 570 citations
20. Supervised Sequence Labelling ↗Studies in computational intelligence · no summary yetAlex Graves2012 · 562 citations
21. Adaptive Computation Time for Recurrent Neural Networks ↗arXiv:1603.08983 · no summary yetAlex Graves2016 · 456 citations
22. Neural Turing Machines ↗arXiv:1410.5401 · no summary yetAlex Graves, Greg Wayne, Ivo Danihelka2014 · 430 citations
23. Parallel WaveNet: Fast High-Fidelity Speech Synthesis ↗arXiv (Cornell University) · no summary yetAäron van den Oord et al.2017 · 403 citations
24. Grid Long Short-Term Memory ↗arXiv (Cornell University) · no summary yetNal Kalchbrenner, Ivo Danihelka, Alex Graves2015 · 306 citations
25. Multi-dimensional Recurrent Neural Networks ↗Lecture notes in computer science · no summary yetAlex Graves, Santiago Fernández, Jürgen Schmidhuber2007 · 297 citations
26. An Application of Recurrent Neural Networks to Discriminative Keyword Spotting ↗Lecture notes in computer science · no summary yetSantiago Fernández, Alex Graves, Jürgen Schmidhuber2007 · 259 citations
27. Parameter-exploring policy gradients ↗Neural Networks · no summary yetFrank Sehnke et al.2009 · 246 citations
28. Neural Networks ↗Studies in computational intelligence · no summary yetAlex Graves2012 · 225 citations
29. Unconstrained On-line Handwriting Recognition with Recurrent Neural Networks ↗Bern Open Repository and Information System (University of Bern) · no summary yetAlex Graves et al.2007 · 224 citations
30. Learning acoustic frame labeling for speech recognition with recurrent neural networks ↗IEEE International Conference on Acoustics Speech and Signal Processing · no summary yetHaşim Sak et al.2015 · 179 citations
31. Connectionist Temporal Classification ↗Studies in computational intelligence · no summary yetAlex Graves2012 · 166 citations
32. Automatic diacritization of Arabic text using recurrent neural networks ↗International Journal on Document Analysis and Recognition (IJDAR) · no summary yetGheith Ali Abandah et al.2015 · 143 citations
33. On-line emotion recognition in a 3-D activation-valence-time continuum using acoustic and linguistic cues ↗Journal on Multimodal User Interfaces · no summary yetFlorian Eyben et al.2009 · 140 citations
34. Automated Curriculum Learning for Neural Networks ↗arXiv:1704.03003 · no summary yetAlex Graves et al.2017 · 111 citations
35. Associative Long Short-Term Memory ↗arXiv (Cornell University) · no summary yetIvo Danihelka et al.2016 · 110 citations
36. Biologically Plausible Speech Recognition with LSTM Neural Nets ↗Lecture notes in computer science · no summary yetAlex Graves et al.2004 · 105 citations
37. Decoupled Neural Interfaces using Synthetic Gradients ↗arXiv (Cornell University) · no summary yetMax Jaderberg et al.2016 · 100 citations
38. Sequence labelling in structured domains with hierarchical recurrent neural networks ↗no summary yetSantiago Fernández, Alex Graves, Jürgen Schmidhuber2007 · 95 citations
39. Memory-Efficient Backpropagation Through Time ↗arXiv (Cornell University) · no summary yetAudrūnas Gruslys et al.2016 · 91 citations
40. Strategic Attentive Writer for Learning Macro-Actions ↗arXiv (Cornell University) · no summary yetAlexander - et al.2016 · 89 citations
41. Bidirectional LSTM Networks for Context-Sensitive Keyword Detection in a Cognitive Virtual Agent Framework ↗Cognitive Computation · no summary yetMartin Wöllmer et al.2010 · 82 citations
42. Scaling Memory-Augmented Neural Networks with Sparse Reads and Writes ↗arXiv (Cornell University) · no summary yetJack W. Rae et al.2016 · 81 citations
43. Robust discriminative keyword spotting for emotionally colored spontaneous speech using bidirectional LSTM networks ↗IEEE International Conference on Acoustics Speech and Signal Processing · no summary yetMartin Wöllmer et al.2009 · 67 citations
44. Policy Gradients with Parameter-Based Exploration for Control ↗Lecture notes in computer science · no summary yetFrank Sehnke et al.2008 · 64 citations
45. Video Pixel Networks ↗arXiv (Cornell University) · no summary yetNal Kalchbrenner et al.2016 · 48 citations
46. From speech to letters - using a novel neural network architecture for grapheme based ASR ↗IEEE Workshop on Automatic Speech Recognition and Understanding (ASRU) · no summary yetFlorian Eyben et al.2009 · 44 citations
47. Facial Expression Recognition with Recurrent Neural Networks ↗no summary yetAlex Graves et al.2008 · 36 citations
48. Stochastic Backpropagation through Mixture Density Distributions ↗arXiv (Cornell University) · no summary yetAlex Graves2016 · 33 citations
49. Phoneme recognition in TIMIT with BLSTM-CTC ↗arXiv (Cornell University) · no summary yetSantiago Fernández, Alex Graves, Jürgen Schmidhuber2008 · 31 citations
50. Neural Networks for Handwriting Recognition ↗Studies in computational intelligence · no summary yetMarcus Liwicki, Alex Graves, Horst Bunke A2012 · 25 citations
51. A Tandem BLSTM-DBN Architecture for Keyword Spotting with Enhanced Context Modeling ↗no summary yetMartin Wöllmer et al.2009 · 22 citations
52. On Fast Deep Nets for AGI Vision ↗Lecture notes in computer science · no summary yetJürgen Schmidhuber et al.2011 · 19 citations
53. Bayesian Flow Networks ↗arXiv (Cornell University) · no summary yetAlex Graves et al.2023 · 16 citations
54. The Kanerva Machine: A Generative Distributed Memory ↗arXiv (Cornell University) · no summary yetYan Xiang Wu et al.2018 · 16 citations
55. Associative Compression Networks for Representation Learning ↗arXiv (Cornell University) · no summary yetAlex Graves, Jacob Menick, Aäron van den Oord2018 · 14 citations
56. Protein sequence modelling with Bayesian flow networks ↗Nature Communications · no summary yetTimothy J. Atkinson et al.2025 · 13 citations
57. Introduction ↗Studies in computational intelligence · no summary yetAlex Graves2012 · 13 citations
58. Multimodal Parameter-exploring Policy Gradients ↗International Conference on Machine Learning and Applications · no summary yetFrank Sehnke et al.2010 · 13 citations
59. Rapid Retraining on Speech Data with LSTM Recurrent Networks. ↗no summary yetAlex Graves, Nicole Beringer, Jürgen Schmidhuber2005 · 12 citations
60. Hierarchical Subsampling Networks ↗Studies in computational intelligence · no summary yetAlex Graves2012 · 11 citations
61. Improving Keyword Spotting with a Tandem BLSTM-DBN Architecture ↗Lecture notes in computer science · no summary yetMartin Wöllmer et al.2010 · 11 citations
62. Classifying Unprompted Speech by Retraining LSTM Nets ↗Lecture notes in computer science · no summary yetNicole Beringer et al.2005 · 11 citations
63. A Comparison Between Spiking and Differentiable Recurrent Neural Networks on Spoken Digit Recognition ↗no summary yetAlex Graves, Nicole Beringer, Jürgen Schmidhuber2004 · 6 citations
64. Practical Real Time Recurrent Learning with a Sparse Approximation ↗International Conference on Learning Representations · no summary yetJacob Menick et al.2021 · 4 citations
65. A Practical Sparse Approximation for Real Time Recurrent Learning ↗arXiv (Cornell University) · no summary yetJacob Menick et al.2020 · 4 citations
66. AbBFN2: A flexible antibody foundation model based on Bayesian Flow Networks ↗bioRxiv (Cold Spring Harbor Laboratory) · no summary yetBora Guloglu et al.2025 · 2 citations
67. A Comparison of Network Architectures ↗Studies in computational intelligence · no summary yetAlex Graves2012 · 2 citations
68. Teaching Computers to Read and Write: Recent Advances in Cursive Handwriting Recognition and Synthesis with Recurrent Neural Networks. ↗no summary yetAlex Graves2014 · 1 citation
69. Multidimensional Networks ↗Studies in computational intelligence · no summary yetAlex Graves2012 · 1 citation
70. Plenary talks: Frontiers in recurrent neural network research ↗no summary yetAlex Graves2017
71. Hidden Markov Model Hybrids ↗Studies in computational intelligence · no summary yetAlex Graves2012
72. Comparing LSTM Recurrent Networks with Spiking Recurrent Networks on the Recognition of Spoken Digits. ↗no summary yetAlex Graves, Douglas Eck, Jürgen Schmidhuber2003

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