Proceedings of the SIGGRAPH '22: Special Interest Group on Computer Graphics and Interactive Techniques Conference, Vancouver, BC, Canada, August 7, 2022

Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding.

[BibT_eX]

[DOI]

Chitwan Saharia

Seyed Kamyar Seyed Ghasemipour

Raphael Gontijo Lopes

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Video Diffusion Models.

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[DOI]

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

Learning Fast Samplers for Diffusion Models by Differentiating Through Sample Quality.

[BibT_eX]

[DOI]

Proceedings of the Tenth International Conference on Learning Representations, 2022

Meta-Learning Fast Weight Language Models.

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[DOI]

Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing, 2022

Denoising Pretraining for Semantic Segmentation.

[BibT_eX]

[DOI]

Emmanuel Asiedu Brempong

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, 2022

2021

Generate, Annotate, and Learn: Generative Models Advance Self-Training and Knowledge Distillation.

[BibT_eX]

[DOI]

CoRR, 2021

Learning to Efficiently Sample from Diffusion Probabilistic Models.

[BibT_eX]

[DOI]

CoRR, 2021

Autoregressive Dynamics Models for Offline Policy Evaluation and Optimization.

[BibT_eX]

[DOI]

CoRR, 2021

SpeechStew: Simply Mix All Available Speech Recognition Data to Train One Large Neural Network.

[BibT_eX]

[DOI]

CoRR, 2021

Why Do Better Loss Functions Lead to Less Transferable Features?

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

WaveGrad 2: Iterative Refinement for Text-to-Speech Synthesis.

[BibT_eX]

[DOI]

Proceedings of the 22nd Annual Conference of the International Speech Communication Association, Interspeech 2021, Brno, Czechia, August 30, 2021

Autoregressive Dynamics Models for Offline Policy Evaluation and Optimization.

[BibT_eX]

[DOI]

Proceedings of the 9th International Conference on Learning Representations, 2021

Mastering Atari with Discrete World Models.

[BibT_eX]

[DOI]

Proceedings of the 9th International Conference on Learning Representations, 2021

No MCMC for me: Amortized sampling for fast and stable training of energy-based models.

[BibT_eX]

[DOI]

Will Sussman Grathwohl

Proceedings of the 9th International Conference on Learning Representations, 2021

Benchmarks for Deep Off-Policy Evaluation.

[BibT_eX]

[DOI]

Proceedings of the 9th International Conference on Learning Representations, 2021

WaveGrad: Estimating Gradients for Waveform Generation.

[BibT_eX]

[DOI]

Proceedings of the 9th International Conference on Learning Representations, 2021

Big Self-Supervised Models Advance Medical Image Classification.

[BibT_eX]

[DOI]

Alan Karthikesalingam

Proceedings of the 2021 IEEE/CVF International Conference on Computer Vision, 2021

2020

What's in a Loss Function for Image Classification?

[BibT_eX]

[DOI]

CoRR, 2020

RL Unplugged: Benchmarks for Offline Reinforcement Learning.

[BibT_eX]

[DOI]

Sergio Gómez Colmenarejo

CoRR, 2020

NiLBS: Neural Inverse Linear Blend Skinning.

[BibT_eX]

[DOI]

CoRR, 2020

Exemplar VAEs for Exemplar based Generation and Data Augmentation.

[BibT_eX]

[DOI]

Sajad Norouzi

David J. Fleet

Mohammad Norouzi

CoRR, 2020

Exemplar VAE: Linking Generative Models, Nearest Neighbor Retrieval, and Data Augmentation.

[BibT_eX]

[DOI]

Sajad Norouzi

David J. Fleet

Mohammad Norouzi

Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

Memory Based Trajectory-conditioned Policies for Learning from Sparse Rewards.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

RL Unplugged: A Collection of Benchmarks for Offline Reinforcement Learning.

[BibT_eX]

[DOI]

Sergio Gómez Colmenarejo

Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

Big Self-Supervised Models are Strong Semi-Supervised Learners.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 33: Annual Conference on Neural Information Processing Systems 2020, 2020

A Simple Framework for Contrastive Learning of Visual Representations.

[BibT_eX]

[DOI]

Proceedings of the 37th International Conference on Machine Learning, 2020

Imputer: Sequence Modelling via Imputation and Dynamic Programming.

[BibT_eX]

[DOI]

Proceedings of the 37th International Conference on Machine Learning, 2020

An Optimistic Perspective on Offline Reinforcement Learning.

[BibT_eX]

[DOI]

Rishabh Agarwal

Dale Schuurmans

Mohammad Norouzi

Proceedings of the 37th International Conference on Machine Learning, 2020

SUMO: Unbiased Estimation of Log Marginal Probability for Latent Variable Models.

[BibT_eX]

[DOI]

Proceedings of the 8th International Conference on Learning Representations, 2020

Dream to Control: Learning Behaviors by Latent Imagination.

[BibT_eX]

[DOI]

Proceedings of the 8th International Conference on Learning Representations, 2020

Your classifier is secretly an energy based model and you should treat it like one.

[BibT_eX]

[DOI]

Proceedings of the 8th International Conference on Learning Representations, 2020

Non-Autoregressive Machine Translation with Latent Alignments.

[BibT_eX]

[DOI]

Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing, 2020

NASA Neural Articulated Shape Approximation.

[BibT_eX]

[DOI]

Proceedings of the Computer Vision - ECCV 2020, 2020

Dynamic Programming Encoding for Subword Segmentation in Neural Machine Translation.

[BibT_eX]

[DOI]

Xuanli He

Gholamreza Haffari

Mohammad Norouzi

Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics, 2020

2019

NASA: Neural Articulated Shape Approximation.

[BibT_eX]

[DOI]

CoRR, 2019

Efficient Exploration with Self-Imitation Learning via Trajectory-Conditioned Policy.

[BibT_eX]

[DOI]

CoRR, 2019

Striving for Simplicity in Off-policy Deep Reinforcement Learning.

[BibT_eX]

[DOI]

Rishabh Agarwal

Dale Schuurmans

Mohammad Norouzi

CoRR, 2019

Don't Blame the ELBO! A Linear VAE Perspective on Posterior Collapse.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

Similarity of Neural Network Representations Revisited.

[BibT_eX]

[DOI]

Proceedings of the 36th International Conference on Machine Learning, 2019

Understanding the Impact of Entropy on Policy Optimization.

[BibT_eX]

[DOI]

Proceedings of the 36th International Conference on Machine Learning, 2019

Learning to Generalize from Sparse and Underspecified Rewards.

[BibT_eX]

[DOI]

Proceedings of the 36th International Conference on Machine Learning, 2019

Optimal Completion Distillation for Sequence Learning.

[BibT_eX]

[DOI]

Sara Sabour

William Chan

Mohammad Norouzi

Proceedings of the 7th International Conference on Learning Representations, 2019

Understanding Posterior Collapse in Generative Latent Variable Models.

[BibT_eX]

[DOI]

Proceedings of the Deep Generative Models for Highly Structured Data, 2019

Contingency-Aware Exploration in Reinforcement Learning.

[BibT_eX]

[DOI]

Proceedings of the 7th International Conference on Learning Representations, 2019

2018

Memory Augmented Policy Optimization for Program Synthesis with Generalization.

[BibT_eX]

[DOI]

CoRR, 2018

Parallel Architecture and Hyperparameter Search via Successive Halving and Classification.

[BibT_eX]

[DOI]

CoRR, 2018

Neural Program Synthesis with Priority Queue Training.

[BibT_eX]

[DOI]

Daniel A. Abolafia

Mohammad Norouzi

Quoc V. Le

CoRR, 2018

Embedding Text in Hyperbolic Spaces.

[BibT_eX]

[DOI]

Bhuwan Dhingra

Christopher J. Shallue

Mohammad Norouzi

Andrew M. Dai

George E. Dahl

Proceedings of the Twelfth Workshop on Graph-Based Methods for Natural Language Processing, 2018

Discovery of Latent 3D Keypoints via End-to-end Geometric Reasoning.

[BibT_eX]

[DOI]

Supasorn Suwajanakorn

Noah Snavely

Jonathan Tompson

Mohammad Norouzi

Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018

Memory Augmented Policy Optimization for Program Synthesis and Semantic Parsing.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 31: Annual Conference on Neural Information Processing Systems 2018, 2018

Smoothed Action Value Functions for Learning Gaussian Policies.

[BibT_eX]

[DOI]

Proceedings of the 35th International Conference on Machine Learning, 2018

QANet: Combining Local Convolution with Global Self-Attention for Reading Comprehension.

[BibT_eX]

[DOI]

Proceedings of the 6th International Conference on Learning Representations, 2018

Trust-PCL: An Off-Policy Trust Region Method for Continuous Control.

[BibT_eX]

[DOI]

Proceedings of the 6th International Conference on Learning Representations, 2018

The Importance of Generation Order in Language Modeling.

[BibT_eX]

[DOI]

Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing, Brussels, Belgium, October 31, 2018

Sequence to Sequence Mixture Model for Diverse Machine Translation.

[BibT_eX]

[DOI]

Xuanli He

Gholamreza Haffari

Mohammad Norouzi

Proceedings of the 22nd Conference on Computational Natural Language Learning, 2018

2017

Detecting Cancer Metastases on Gigapixel Pathology Images.

[BibT_eX]

[DOI]

Subhashini Venugopalan

CoRR, 2017

N-gram Language Modeling using Recurrent Neural Network Estimation.

[BibT_eX]

[DOI]

Ciprian Chelba

Mohammad Norouzi

Samy Bengio

CoRR, 2017

Bridging the Gap Between Value and Policy Based Reinforcement Learning.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, 2017

Filtering Variational Objectives.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, 2017

Device Placement Optimization with Reinforcement Learning.

[BibT_eX]

[DOI]

Proceedings of the 34th International Conference on Machine Learning, 2017

Deep Value Networks Learn to Evaluate and Iteratively Refine Structured Outputs.

[BibT_eX]

[DOI]

Michael Gygli

Mohammad Norouzi

Anelia Angelova

Proceedings of the 34th International Conference on Machine Learning, 2017

Neural Audio Synthesis of Musical Notes with WaveNet Autoencoders.

[BibT_eX]

[DOI]

Proceedings of the 34th International Conference on Machine Learning, 2017

Improving Policy Gradient by Exploring Under-appreciated Rewards.

[BibT_eX]

[DOI]

Ofir Nachum

Mohammad Norouzi

Dale Schuurmans

Proceedings of the 5th International Conference on Learning Representations, 2017

Neural Combinatorial Optimization with Reinforcement Learning.

[BibT_eX]

[DOI]

Proceedings of the 5th International Conference on Learning Representations, 2017

Pixel Recursive Super Resolution.

[BibT_eX]

[DOI]

Ryan Dahl

Mohammad Norouzi

Jonathon Shlens

Proceedings of the IEEE International Conference on Computer Vision, 2017

PixColor: Pixel Recursive Colorization.

[BibT_eX]

[DOI]

Proceedings of the British Machine Vision Conference 2017, 2017

2016

Compact Discrete Representations for Scalable Similarity Search.

[BibT_eX]

[DOI]

Mohammad Norouzi

PhD thesis, 2016

Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation.

[BibT_eX]

[DOI]

CoRR, 2016

Reward Augmented Maximum Likelihood for Neural Structured Prediction.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 29: Annual Conference on Neural Information Processing Systems 2016, 2016

2015

CO2 Forest: Improved Random Forest by Continuous Optimization of Oblique Splits.

[BibT_eX]

[DOI]

CoRR, 2015

Efficient Non-greedy Optimization of Decision Trees.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 28: Annual Conference on Neural Information Processing Systems 2015, 2015

2014

Fast Exact Search in Hamming Space With Multi-Index Hashing.

[BibT_eX]

[DOI]

Mohammad Norouzi

Ali Punjani

David J. Fleet

IEEE Trans. Pattern Anal. Mach. Intell., 2014

Zero-Shot Learning by Convex Combination of Semantic Embeddings.

[BibT_eX]

[DOI]

Proceedings of the 2nd International Conference on Learning Representations, 2014

2013

Cartesian K-Means.

[BibT_eX]

[DOI]

Mohammad Norouzi

David J. Fleet

Proceedings of the 2013 IEEE Conference on Computer Vision and Pattern Recognition, 2013

2012

Hamming Distance Metric Learning.

[BibT_eX]

[DOI]

Mohammad Norouzi

David J. Fleet

Ruslan Salakhutdinov

Proceedings of the Advances in Neural Information Processing Systems 25: 26th Annual Conference on Neural Information Processing Systems 2012. Proceedings of a meeting held December 3-6, 2012

Fast search in Hamming space with multi-index hashing.

[BibT_eX]

[DOI]

Mohammad Norouzi

Ali Punjani

David J. Fleet

Proceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition, 2012

2011

Minimal Loss Hashing for Compact Binary Codes.

[BibT_eX]

[DOI]

Mohammad Norouzi