Representation Learning with Contrastive Predictive Coding.
Aäron van den Oord, Yazhe Li, Oriol Vinyals: Representation Learning with Contrastive Predictive Coding. CoRR abs/1807.03748 (2018)
View ArticleThe challenge of realistic music generation: modelling raw audio at scale.
Sander Dieleman, Aäron van den Oord, Karen Simonyan: The challenge of realistic music generation: modelling raw audio at scale. CoRR abs/1806.10474 (2018)
View ArticleAssociative Compression Networks for Representation Learning.
Alex Graves, Jacob Menick, Aäron van den Oord: Associative Compression Networks for Representation Learning. CoRR abs/1804.02476 (2018)
View ArticleEfficient Neural Audio Synthesis.
Nal Kalchbrenner, Erich Elsen, Karen Simonyan, Seb Noury, Norman Casagrande, Edward Lockhart, Florian Stimberg, Aäron van den Oord, Sander Dieleman, Koray Kavukcuoglu: Efficient Neural Audio Synthesis....
View ArticleAdversarial Risk and the Dangers of Evaluating Against Weak Attacks.
Jonathan Uesato, Brendan O'Donoghue, Aäron van den Oord, Pushmeet Kohli: Adversarial Risk and the Dangers of Evaluating Against Weak Attacks. CoRR abs/1802.05666 (2018)
View ArticleThe challenge of realistic music generation: modelling raw audio at scale.
Sander Dieleman, Aäron van den Oord, Karen Simonyan: The challenge of realistic music generation: modelling raw audio at scale. NeurIPS 2018: 8000-8010
View ArticleAdversarial Risk and the Dangers of Evaluating Against Weak Attacks.
Jonathan Uesato, Brendan O'Donoghue, Pushmeet Kohli, Aäron van den Oord: Adversarial Risk and the Dangers of Evaluating Against Weak Attacks. ICML 2018: 5032-5041
View ArticleParallel WaveNet: Fast High-Fidelity Speech Synthesis.
Aäron van den Oord, Yazhe Li, Igor Babuschkin, Karen Simonyan, Oriol Vinyals, Koray Kavukcuoglu, George van den Driessche, Edward Lockhart, Luis C. Cobo, Florian Stimberg, Norman Casagrande, Dominik...
View ArticleEfficient Neural Audio Synthesis.
Nal Kalchbrenner, Erich Elsen, Karen Simonyan, Seb Noury, Norman Casagrande, Edward Lockhart, Florian Stimberg, Aäron van den Oord, Sander Dieleman, Koray Kavukcuoglu: Efficient Neural Audio Synthesis....
View ArticleFew-shot Autoregressive Density Estimation: Towards Learning to Learn...
Scott E. Reed, Yutian Chen, Thomas Paine, Aäron van den Oord, S. M. Ali Eslami, Danilo J. Rezende, Oriol Vinyals, Nando de Freitas: Few-shot Autoregressive Density Estimation: Towards Learning to Learn...
View ArticleTemporal Modeling Using Dilated Convolution and Gating for...
Shuo-Yiin Chang, Bo Li, Gabor Simko, Tara N. Sainath, Anshuman Tripathi, Aäron van den Oord, Oriol Vinyals: Temporal Modeling Using Dilated Convolution and Gating for Voice-Activity-Detection. ICASSP...
View ArticleBeyond Temporal Pooling: Recurrence and Temporal Convolutions for Gesture...
Lionel Pigou, Aäron van den Oord, Sander Dieleman, Mieke Van Herreweghe, Joni Dambre: Beyond Temporal Pooling: Recurrence and Temporal Convolutions for Gesture Recognition in Video. Int. J. Comput....
View ArticleLow Bit-Rate Speech Coding with VQ-VAE and a WaveNet Decoder.
Cristina Gârbacea, Aäron van den Oord, Yazhe Li, Felicia S. C. Lim, Alejandro Luebs, Oriol Vinyals, Thomas C. Walters: Low Bit-Rate Speech Coding with VQ-VAE and a WaveNet Decoder. CoRR abs/1910.06464...
View ArticleShaping Belief States with Generative Environment Models for RL.
Karol Gregor, Danilo Jimenez Rezende, Frederic Besse, Yan Wu, Hamza Merzic, Aäron van den Oord: Shaping Belief States with Generative Environment Models for RL. CoRR abs/1906.09237 (2019)
View ArticleGenerating Diverse High-Fidelity Images with VQ-VAE-2.
Ali Razavi, Aäron van den Oord, Oriol Vinyals: Generating Diverse High-Fidelity Images with VQ-VAE-2. CoRR abs/1906.00446 (2019)
View ArticleData-Efficient Image Recognition with Contrastive Predictive Coding.
Olivier J. Hénaff, Aravind Srinivas, Jeffrey De Fauw, Ali Razavi, Carl Doersch, S. M. Ali Eslami, Aäron van den Oord: Data-Efficient Image Recognition with Contrastive Predictive Coding. CoRR...
View ArticleOn Variational Bounds of Mutual Information.
Ben Poole, Sherjil Ozair, Aäron van den Oord, Alexander A. Alemi, George Tucker: On Variational Bounds of Mutual Information. CoRR abs/1905.06922 (2019)
View ArticleWasserstein Dependency Measure for Representation Learning.
Sherjil Ozair, Corey Lynch, Yoshua Bengio, Aäron van den Oord, Sergey Levine, Pierre Sermanet: Wasserstein Dependency Measure for Representation Learning. CoRR abs/1903.11780 (2019)
View ArticleUnsupervised speech representation learning using WaveNet autoencoders.
Jan Chorowski, Ron J. Weiss, Samy Bengio, Aäron van den Oord: Unsupervised speech representation learning using WaveNet autoencoders. CoRR abs/1901.08810 (2019)
View ArticlePreventing Posterior Collapse with delta-VAEs.
Ali Razavi, Aäron van den Oord, Ben Poole, Oriol Vinyals: Preventing Posterior Collapse with delta-VAEs. CoRR abs/1901.03416 (2019)
View ArticleWasserstein Dependency Measure for Representation Learning.
Sherjil Ozair, Corey Lynch, Yoshua Bengio, Aäron van den Oord, Sergey Levine, Pierre Sermanet: Wasserstein Dependency Measure for Representation Learning. NeurIPS 2019: 15578-15588
View ArticleGenerating Diverse High-Fidelity Images with VQ-VAE-2.
Ali Razavi, Aäron van den Oord, Oriol Vinyals: Generating Diverse High-Fidelity Images with VQ-VAE-2. NeurIPS 2019: 14837-14847
View ArticleShaping Belief States with Generative Environment Models for RL.
Karol Gregor, Danilo Jimenez Rezende, Frederic Besse, Yan Wu, Hamza Merzic, Aäron van den Oord: Shaping Belief States with Generative Environment Models for RL. NeurIPS 2019: 13475-13487
View ArticleOn Variational Bounds of Mutual Information.
Ben Poole, Sherjil Ozair, Aäron van den Oord, Alexander A. Alemi, George Tucker: On Variational Bounds of Mutual Information. ICML 2019: 5171-5180
View ArticleGenerating Diverse High-Resolution Images with VQ-VAE.
Ali Razavi, Aäron van den Oord, Oriol Vinyals: Generating Diverse High-Resolution Images with VQ-VAE. DGS@ICLR 2019
View ArticlePreventing Posterior Collapse with delta-VAEs.
Ali Razavi, Aäron van den Oord, Ben Poole, Oriol Vinyals: Preventing Posterior Collapse with delta-VAEs. ICLR (Poster) 2019
View ArticleSample Efficient Adaptive Text-to-Speech.
Yutian Chen, Yannis M. Assael, Brendan Shillingford, David Budden, Scott E. Reed, Heiga Zen, Quan Wang, Luis C. Cobo, Andrew Trask, Ben Laurie, Çaglar Gülçehre, Aäron van den Oord, Oriol Vinyals, Nando...
View ArticleLow Bit-rate Speech Coding with VQ-VAE and a WaveNet Decoder.
Cristina Gârbacea, Aäron van den Oord, Yazhe Li, Felicia S. C. Lim, Alejandro Luebs, Oriol Vinyals, Thomas C. Walters: Low Bit-rate Speech Coding with VQ-VAE and a WaveNet Decoder. ICASSP 2019: 735-739
View ArticleUnsupervised Speech Representation Learning Using WaveNet Autoencoders.
Jan Chorowski, Ron J. Weiss, Samy Bengio, Aäron van den Oord: Unsupervised Speech Representation Learning Using WaveNet Autoencoders. IEEE ACM Trans. Audio Speech Lang. Process. 27(12): 2041-2053 (2019)
View ArticleAre we done with ImageNet?
Lucas Beyer, Olivier J. Hénaff, Alexander Kolesnikov, Xiaohua Zhai, Aäron van den Oord: Are we done with ImageNet? CoRR abs/2006.07159 (2020)
View ArticleLearning Robust and Multilingual Speech Representations.
Kazuya Kawakami, Luyu Wang, Chris Dyer, Phil Blunsom, Aäron van den Oord: Learning Robust and Multilingual Speech Representations. CoRR abs/2001.11128 (2020)
View ArticleContrastive Predictive Coding of Audio with an Adversary.
Luyu Wang, Kazuya Kawakami, Aäron van den Oord: Contrastive Predictive Coding of Audio with an Adversary. INTERSPEECH 2020: 826-830
View ArticleLearning Robust and Multilingual Speech Representations.
Kazuya Kawakami, Luyu Wang, Chris Dyer, Phil Blunsom, Aäron van den Oord: Learning Robust and Multilingual Speech Representations. EMNLP (Findings) 2020: 1182-1192
View ArticleStep-unrolled Denoising Autoencoders for Text Generation.
Nikolay Savinov, Junyoung Chung, Mikolaj Binkowski, Erich Elsen, Aäron van den Oord: Step-unrolled Denoising Autoencoders for Text Generation. CoRR abs/2112.06749 (2021)
View ArticleTowards Learning Universal Audio Representations.
Luyu Wang, Pauline Luc, Yan Wu, Adrià Recasens, Lucas Smaira, Andrew Brock, Andrew Jaegle, Jean-Baptiste Alayrac, Sander Dieleman, João Carreira, Aäron van den Oord: Towards Learning Universal Audio...
View ArticleVector Quantized Models for Planning.
Sherjil Ozair, Yazhe Li, Ali Razavi, Ioannis Antonoglou, Aäron van den Oord, Oriol Vinyals: Vector Quantized Models for Planning. CoRR abs/2106.04615 (2021)
View ArticleDivide and Contrast: Self-supervised Learning from Uncurated Data.
Yonglong Tian, Olivier J. Hénaff, Aäron van den Oord: Divide and Contrast: Self-supervised Learning from Uncurated Data. CoRR abs/2105.08054 (2021)
View ArticleMultimodal Self-Supervised Learning of General Audio Representations.
Luyu Wang, Pauline Luc, Adrià Recasens, Jean-Baptiste Alayrac, Aäron van den Oord: Multimodal Self-Supervised Learning of General Audio Representations. CoRR abs/2104.12807 (2021)
View ArticleBroaden Your Views for Self-Supervised Video Learning.
Adrià Recasens, Pauline Luc, Jean-Baptiste Alayrac, Luyu Wang, Florian Strub, Corentin Tallec, Mateusz Malinowski, Viorica Patraucean, Florent Altché, Michal Valko, Jean-Bastien Grill, Aäron van den...
View ArticleEfficient Visual Pretraining with Contrastive Detection.
Olivier J. Hénaff, Skanda Koppula, Jean-Baptiste Alayrac, Aäron van den Oord, Oriol Vinyals, João Carreira: Efficient Visual Pretraining with Contrastive Detection. CoRR abs/2103.10957 (2021)
View ArticleMulti-Format Contrastive Learning of Audio Representations.
Luyu Wang, Aäron van den Oord: Multi-Format Contrastive Learning of Audio Representations. CoRR abs/2103.06508 (2021)
View ArticlePredicting Video with VQVAE.
Jacob Walker, Ali Razavi, Aäron van den Oord: Predicting Video with VQVAE. CoRR abs/2103.01950 (2021)
View ArticleVector Quantized Models for Planning.
Sherjil Ozair, Yazhe Li, Ali Razavi, Ioannis Antonoglou, Aäron van den Oord, Oriol Vinyals: Vector Quantized Models for Planning. ICML 2021: 8302-8313
View ArticleSelf-supervised Adversarial Robustness for the Low-label, High-data Regime.
Sven Gowal, Po-Sen Huang, Aäron van den Oord, Timothy A. Mann, Pushmeet Kohli: Self-supervised Adversarial Robustness for the Low-label, High-data Regime. ICLR 2021
View ArticleEfficient Visual Pretraining with Contrastive Detection.
Olivier J. Hénaff, Skanda Koppula, Jean-Baptiste Alayrac, Aäron van den Oord, Oriol Vinyals, João Carreira: Efficient Visual Pretraining with Contrastive Detection. ICCV 2021: 10066-10076
View ArticleDivide and Contrast: Self-supervised Learning from Uncurated Data.
Yonglong Tian, Olivier J. Hénaff, Aäron van den Oord: Divide and Contrast: Self-supervised Learning from Uncurated Data. ICCV 2021: 10043-10054
View ArticleBroaden Your Views for Self-Supervised Video Learning.
Adrià Recasens, Pauline Luc, Jean-Baptiste Alayrac, Luyu Wang, Florian Strub, Corentin Tallec, Mateusz Malinowski, Viorica Patraucean, Florent Altché, Michal Valko, Jean-Bastien Grill, Aäron van den...
View ArticleStep-unrolled Denoising Autoencoders for Text Generation.
Nikolay Savinov, Junyoung Chung, Mikolaj Binkowski, Erich Elsen, Aäron van den Oord: Step-unrolled Denoising Autoencoders for Text Generation. ICLR 2022
View ArticleTowards Learning Universal Audio Representations.
Luyu Wang, Pauline Luc, Yan Wu, Adrià Recasens, Lucas Smaira, Andrew Brock, Andrew Jaegle, Jean-Baptiste Alayrac, Sander Dieleman, João Carreira, Aäron van den Oord: Towards Learning Universal Audio...
View ArticleAlphaStar Unplugged: Large-Scale Offline Reinforcement Learning.
Michaël Mathieu, Sherjil Ozair, Srivatsan Srinivasan, Çaglar Gülçehre, Shangtong Zhang, Ray Jiang, Tom Le Paine, Richard Powell, Konrad Zolna, Julian Schrittwieser, David H. Choi, Petko Georgiev,...
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