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mohammad norouzi mohammad norouzi i am a machine learning engineer and innovator currently i am working at a new startup called ideogram ai our mission is to help people become more creative through generative ai we re hiring here are some of my recent projects imagen and imagen video high fidelity text to image and text to video synthesis with diffusion models 3dim image to 3d generation with diffusion models palette image to image translation with diffusion models wavegrad efficient audio generation with diffusion models simclr simple and effective contrastive learning of visual representations without labels my work focuses on generative models previously i was a senior staff research scientist at google brain in toronto i joined the google brain team in mountain view in january 2016 and moved to toronto in january 2018 before that i completed my phd in computer science at the university of toronto in december 2015 under the supervision of david fleet i was supported by a google phd fellowship in machine learning my phd thesis focused on scalable similarity search i am from iran where i finished my undergraduate studies at sharif university of technology google scholar linkedin twitter publications big self supervised models advance medical image classification shekoofeh azizi basil mustafa fiona ryan zachary beaver jan freyberg jonathan deaton aaron loh alan karthikesalingam simon kornblith ting chen vivek natarajan mohammad norouzi pdf what s in a loss function for image classification simon kornblith honglak lee ting chen mohammad norouzi pdf 2021 autoregressive dynamics models for offline policy evaluation and optimization michael r zhang thomas paine ofir nachum cosmin paduraru george tucker ziyu wang mohammad norouzi iclr 2021 pdf benchmarks for deep off policy evaluation justin fu mohammad norouzi ofir nachum george tucker ziyu wang alexander novikov mengjiao yang michael r zhang yutian chen aviral kumar cosmin paduraru sergey levine thomas paine iclr 2021 pdf wavegrad estimating gradients for waveform generation nanxin chen yu zhang heiga zen ron j weiss mohammad norouzi william chan iclr 2021 pdf mastering atari with discrete world models danijar hafner timothy lillicrap mohammad norouzi jimmy ba iclr 2021 pdf no mcmc for me amortized sampling for fast and stable training of energy based models will grathwohl jacob kelly milad hashemi mohammad norouzi kevin swersky david duvenaud iclr 2021 pdf 2020 big self supervised models are strong semi supervised learners ting chen simon kornblith kevin swersky mohammad norouzi geoffrey hinton neurips 2020 pdf exemplar vae linking generative models nearest neighbor retrieval and data augmentation sajad norouzi david j fleet mohammad norouzi neurips 2020 pdf memory based trajectory conditioned policies for learning from sparse rewards yijie guo jongwook choi marcin moczulski shengyu feng samy bengio mohammad norouzi honglak lee neurips 2020 pdf rl unplugged a collection of benchmarks for offline reinforcement learning caglar gulcehre ziyu wang alexander novikov thomas paine sergio gómez konrad zolna rishabh agarwal josh s merel daniel j mankowitz cosmin paduraru gabriel dulac arnold jerry li mohammad norouzi matthew hoffman nicolas heess nando de freitas neurips 2020 pdf non autoregressive machine translation with latent alignments chitwan saharia william chan saurabh saxena mohammad norouzi emnlp 2020 pdf dynamic programming encoding for subword segmentation in neural machine translation xuanli he gholamreza haffari mohammad norouzi acl 2020 pdf nasa neural articulated shape approximation timothy jeruzalski boyang deng mohammad norouzi john p lewis geoffrey hinton andrea tagliasacchi eccv 2020 pdf imputer sequence modelling via imputation and dynamic programming william chan chitwan saharia geoffrey hinton mohammad norouzi navdeep jaitly icml 2020 pdf a simple framework for contrastive learning of visual representations ting chen simon kornblith mohammad norouzi geoffrey hinton icml 2020 pdf sumo unbiased estimation of log marginal probability for latent variable models yucen luo alex beatson mohammad norouzi jun zhu david duvenaud ryan p adams ricky tq chen iclr 2020 pdf dream to control learning behaviors by latent imagination danijar hafner timothy lillicrap jimmy ba mohammad norouzi iclr 2020 pdf 2019 don t blame the elbo a linear vae perspective on posterior collapse james lucas george tucker roger b grosse mohammad norouzi neurips 2010 pdf learning to generalize from sparse and underspecified rewards rishabh agarwal chen liang dale schuurmans mohammad norouzi icml 2019 pdf similarity of neural network representations revisited simon kornblith mohammad norouzi honglak lee geoffrey hinton icml 2019 pdf understanding the impact of entropy on policy optimization zafarali ahmed nicolas le roux mohammad norouzi dale schuurmans icml 2019 pdf optimal completion distillation for sequence learning sara sabour william chan mohammad norouzi iclr 2019 pdf contingency aware exploration in reinforcement learning jongwook choi yijie guo marcin moczulski junhyuk oh neal wu mohammad norouzi honglak lee iclr 2019 pdf web artificial intelligence based breast cancer nodal metastasis detection insights into the black box for pathologists yun liu timo kohlberger mohammad norouzi george e dahl jenny l smith arash mohtashamian niels olson lily h peng jason d hipp martin c stumpe archives of pathology laboratory medicine 2019 pdf 2018 discovery of latent 3d keypoints via end to end geometric reasoning supasorn suwajanakorn noah snavely jonathan tompson mohammad norouzi neurips 2018 oral pdf code web memory augmented policy optimization for program synthesis with generalization chen liang mohammad norouzi jonathan berant quoc le ni lao neurips 2018 spotlight pdf code sequence to sequence mixture model for diverse machine translation xuanli he gholamreza haffari mohammad norouzi conll 2018 pdf the importance of generation order in language modeling nicolas ford daniel duckworth mohammad norouzi george e dahl emnlp 2018 pdf parallel architecture and hyperparameter search via successive halving and classification manoj kumar george e dahl vijay vasudevan mohammad norouzi technical report 2018 pdf embedding text in hyperbolic spaces bhuwan dhingra christopher j shallue mohammad norouzi andrew m dai george e dahl textgraphs workshop 2018 pdf smoothed action value functions for learning gaussian policies ofir nachum mohammad norouzi george tucker dale schuurmans icml 2018 pdf trust pcl an off policy trust region method for continuous control ofir nachum mohammad norouzi kelvin xu dale schuurmans iclr 2018 pdf qanet combining local convolution with global self attention for reading comprehension adams wei yu david dohan minh thang luong rui zhao kai chen mohammad norouzi quoc v le iclr 2018 pdf code neural program synthesis with priority queue training daniel a abolafia mohammad norouzi jonathan shen rui zhao quoc v le arxiv 2010 pdf code 2017 bridging the gap between value and policy based reinforcement learning ofir nachum mohammad norouzi kelvin xu dale schuurmans nips 2017 pdf filtering variational objectives chris j maddison dieterich lawson george tucker nicolas heess mohammad norouzi andriy mnih arnaud doucet yee whye teh nips 2017 pdf pixcolor pixel recursive colorization sergio guadarrama ryan dahl david bieber mohammad norouzi jonathon shlens kevin murphy bmvc 2017 pdf pixel recursive super resolution ryan dahl mohammad norouzi jonathon shlens iccv 2017 pdf deep value networks learn to evaluate and iteratively refine structured outputs michael gygli mohammad norouzi anelia angelova icml 2017 pdf image segmentation process gif files slides code device placement optimization with reinforcement learning azalia mirhoseini hieu pham quoc v le benoit steiner rasmus larsen yuefeng zhou naveen kumar mohammad norouzi samy bengio jeff dean icml 2017 pdf neural audio synthesis of musical notes with wavenet autoencoders jesse engel cinjon resnick adam roberts sander dieleman douglas eck karen simonyan mohammad norouzi icml 2017 pdf detecting cancer metastases on gigapixel pathology images yun liu krishna gadepalli mohammad norouzi george e dahl timo kohlberger aleksey boyko subhashini venugopalan aleksei timofeev philip q nelson greg s corrado jason d hipp lily peng martin c stumpe arxiv 2017 pdf neural combinatorial optimization with reinforcement learning irwan bello hieu pham quoc v le mohammad norouzi samy bengio iclr workshop 2017 pdf improving policy gradient by exploring under appreciated rewards ofir nachum mohammad norouzi dale schuurmans iclr 2017 pdf poster 2016 google s neural machine translation system bridging the gap between human and machine translation yonghui wu mike schuster zhifeng chen quoc v le mohammad norouzi wolfgang macherey maxim krikun yuan cao qin gao klaus macherey jeff klingner apurva shah melvin johnson xiaobing liu łukasz kaiser stephan gouws yoshikiyo kato taku kudo hideto kazawa keith stevens george kurian nishant patil wei wang cliff young jason smith jason riesa alex rudnick oriol vinyals greg corrado macduff hughes jeffrey dean arxiv 2016 pdf reward augmented maximum likelihood for neural structured prediction mohammad norouzi samy bengio zhifeng chen navdeep jaitly mike schuster yonghui wu dale schuurmans nips 2016 pdf poster compact discrete representations for scalable similarity search mohammad norouzi phd thesis 2016 pdf 2015 efficient non greedy optimization of decision trees mohammad norouzi maxwell d collins matthew johnson david j fleet pushmeet kohl nips 2015 pdf co2 forest improved random forest by continuous optimization of oblique splits mohammad norouzi maxwell d collins david j fleet pushmeet kohli arxiv 2015 pdf zero shot learning by convex combination of semantic embeddings mohammad norouzi tomas mikolov samy bengio yoram singer jonathon shlens andrea frome greg s corrado jeffrey dean iclr 2014 pdf slides pptx dataset 2 hop 3 hop fast exact search in hamming space with multi index hashing mohammad norouzi ali punjani david j fleet tpami vol 36 no 6 2014 pdf code cartesian k means mohammad norouzi david j fleet cvpr 2013 pdf code slides ppt pptx hamming distance metric learning mohammad norouzi david j fleet ruslan salakhutdinov nips 2012 pdf code supplemental poster fast search in hamming space with multi index hashing mohammad norouzi ali punjani david j fleet cvpr 2012 pdf code poster minimal loss hashing for compact binary codes mohammad norouzi david j fleet icml 2011 pdf code slides ppt stacks of convolutional restricted boltzmann machines for shift invariant feature learning mohammad norouzi mani ranjbar greg mori cvpr 2009 pdf extended version master s thesis at simon fraser university 2009 pdf slides ppt