Poole, Ben
- Score-Based Generative Modeling through Stochastic Differential Equations
2020/11/26 by Song, Yang, Sohl-Dickstein, Jascha, Kingma, Diederik P. +3 · 1 voice · 1246 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Categorical Reparameterization with Gumbel-Softmax
2016/11/03 by Eric Jang, Jang, Eric, Shixiang Gu +3 · 395 citations
Computer Science · #Neural Networks and Applications #Generative Adversarial Networks and Image Synthesis #Computational Physics and Python Applications
- Exponential expressivity in deep neural networks through transient chaos
2016/06/16 by Ben Poole, Subhaneil Lahiri, Poole, Ben +8 · 2 voices · 36 citations
Computer Science · Mathematics · Neuroscience · Physics and Astronomy · #Model Reduction and Neural Networks #Neural Networks and Applications #Neural dynamics and brain function #cond-mat.dis-nn #cs.LG #stat.ML
- DreamFusion: Text-to-3D using 2D Diffusion
2022/09/29 by Ben Poole, Ajay Jain, Poole, Ben +5 · 343 citations
Computer Science · #Computer Graphics and Visualization Techniques #Advanced Image and Video Retrieval Techniques #Image Processing and 3D Reconstruction
- Variational Diffusion Models
2021/07/01 by Diederik P. Kingma, Tim Salimans, Kingma, Diederik P. +5 · 2 voices · 94 citations
Computer Science · Mathematics · Physics and Astronomy · #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Music and Audio Processing #cs.LG #stat.ML
- Imagen Video: High Definition Video Generation with Diffusion Models
2022/10/05 by Jonathan Ho, Ho, Jonathan, William Chan +19 · 144 citations
Computer Science · #Generative Adversarial Networks and Image Synthesis #Computer Graphics and Visualization Techniques #Advanced Image Processing Techniques
- On Variational Bounds of Mutual Information
2019/05/16 by Ben Poole, Sherjil Ozair, Poole, Ben +7 · 49 citations
Computer Science · #Advanced Neural Network Applications #FOS: Computer and information sciences #Face and Expression Recognition #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and ELM
- What Makes for Good Views for Contrastive Learning?
2020/05/20 by Yonglong Tian, Chen Sun, Tian, Yonglong +9 · 60 citations
Social Sciences · #Adult and Continuing Education Topics #Education and Critical Thinking Development #Educator Training and Historical Pedagogy
- On the Expressive Power of Deep Neural Networks
2016/06/16 by Maithra Raghu, Ben Poole, Raghu, Maithra +7 · 37 citations
Computer Science · #Adversarial Robustness in Machine Learning #Neural Networks and Applications #Machine Learning and Algorithms
- CAT3D: Create Anything in 3D with Multi-View Diffusion Models
2024/05/16 by Ruiqi Gao, Gao, Ruiqi, Aleksander Holynski +13 · 82 citations
Decision Sciences · Computer Science · #Simulation Techniques and Applications #Computer Graphics and Visualization Techniques
- ReconFusion: 3D Reconstruction with Diffusion Priors
2023/12/05 by Rundi Wu, Ben Mildenhall, Wu, Rundi +19 · 37 citations
Computer Science · #Advanced Vision and Imaging #Computer Graphics and Visualization Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis
- Autoregressive Diffusion Models
2021/10/05 by Emiel Hoogeboom, Hoogeboom, Emiel, Alexey A. Gritsenko +9 · 24 citations
Mathematics · Medicine · Physics and Astronomy · #Advanced Neuroimaging Techniques and Applications #FOS: Computer and information sciences #Fractional Differential Equations Solutions #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks
- Diffusion Self-Guidance for Controllable Image Generation
2023/06/01 by Dave Epstein, Epstein, Dave, Allan Jabri +7 · 31 citations
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Image Retrieval and Classification Techniques #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Music and Audio Processing
- CAT4D: Create Anything in 4D with Multi-View Video Diffusion Models
2024/11/27 by Rundi Wu, Ruiqi Gao, Wu, Rundi +11 · 52 citations
Computer Science · #Computer Graphics and Visualization Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image and Video Quality Assessment #Video Coding and Compression Technologies
- Zero-Shot Text-Guided Object Generation with Dream Fields
2021/12/02 by Ajay N. Jain, Ben Mildenhall, Jain, Ajay +7 · 18 citations
Computer Science · Engineering · #3D Shape Modeling and Analysis #Artificial Intelligence (cs.AI) #Computer Graphics and Visualization Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Graphics (cs.GR) #Machine Learning (cs.LG)
- Unrolled Generative Adversarial Networks
2016/11/07 by Luke Metz, Metz, Luke, Ben Poole +5 · 10 citations
Computer Science · #Anomaly Detection Techniques and Applications #Digital Media Forensic Detection #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- DreamBooth3D: Subject-Driven Text-to-3D Generation
2023/03/23 by Raj, Amit, Kaza, Srinivas, Poole, Ben +9 · 12 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Graphics (cs.GR)
- Improving Robustness Without Sacrificing Accuracy with Patch Gaussian\n Augmentation
2019/06/06 by Raphael Gontijo Lopes, Dong Yin, Lopes, Raphael Gontijo +7 · 12 citations
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- EM Distillation for One-step Diffusion Models
2024/05/27 by Xie, Sirui, Xiao, Zhisheng, Kingma, Diederik P +6 · 15 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Preventing Posterior Collapse with delta-VAEs
2019/01/10 by Razavi, Ali, Oord, Aäron van den, Poole, Ben +1 · 6 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Adversarially Learned Inference
2016/06/02 by Dumoulin, Vincent, Belghazi, Ishmael, Poole, Ben +4 · 5 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Fast large-scale optimization by unifying stochastic gradient and quasi-Newton methods
2013/11/08 by Jascha Sohl‐Dickstein, Jascha Sohl-Dickstein, Ben Poole +4 · 1 voice · 3 citations
Computer Science · Engineering · #90C26 #Advanced Image Processing Techniques #FOS: Computer and information sciences #G.1.6 #Machine Learning (cs.LG) #Neural Networks and Applications #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques #cs.LG
- Learning Energy-Based Models by Diffusion Recovery Likelihood
2020/12/15 by Gao, Ruiqi, Song, Yang, Poole, Ben +2 · 5 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Video Interpolation with Diffusion Models
2024/04/01 by Jain, Siddhant, Watson, Daniel, Tabellion, Eric +3 · 9 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- VeLO: Training Versatile Learned Optimizers by Scaling Up
2022/11/17 by Luke Metz, James Harrison, Metz, Luke +22 · 2 voices · 4 citations
Computer Science · #Advanced Neural Network Applications #Human Pose and Action Recognition #Machine Learning and Data Classification #cs.LG #math.OC #stat.ML
- Weakly Supervised Disentanglement with Guarantees
2019/10/22 by Shu, Rui, Chen, Yining, Kumar, Abhishek +2 · 3 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Tasks, stability, architecture, and compute: Training more effective\n learned optimizers, and using them to train themselves
2020/09/23 by Luke Metz, Metz, Luke, Niru Maheswaranathan +7 · 4 citations
Computer Science · #Advanced Multi-Objective Optimization Algorithms #Advanced Neural Network Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and Data Classification #Neural Networks and Applications #Neural and Evolutionary Computing (cs.NE)
- The Fast Bilateral Solver
2015/11/10 by Barron, Jonathan T., Poole, Ben · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Improved generator objectives for GANs
2016/12/08 by Poole, Ben, Alemi, Alexander A., Sohl-Dickstein, Jascha +1 · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Discrete Flows: Invertible Generative Models of Discrete Data
2019/05/24 by Tran, Dustin, Vafa, Keyon, Agrawal, Kumar Krishna +2 · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Using a thousand optimization tasks to learn hyperparameter search strategies
2020/02/27 by Metz, Luke, Maheswaranathan, Niru, Sun, Ruoxi +3 · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Inpaint3D: 3D Scene Content Generation using 2D Inpainting Diffusion
2023/12/06 by Prabhu, Kira, Wu, Jane, Tsai, Lynn +4 · 3 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Analyzing noise in autoencoders and deep networks
2014/06/06 by Poole, Ben, Sohl-Dickstein, Jascha, Ganguli, Surya · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE)
- Continual Learning Through Synaptic Intelligence
2017/03/13 by Zenke, Friedemann, Poole, Ben, Ganguli, Surya · 1 citation
#FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neurons and Cognition (q-bio.NC)
- Fixing a Broken ELBO
2017/11/01 by Alemi, Alexander A., Poole, Ben, Fischer, Ian +3 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- On Predictive Information in RNNs
2019/10/21 by Zhe Dong, Deniz Oktay, Dong, Zhe +5 · 1 citation
Computer Science · Engineering · Neuroscience · #Advanced Memory and Neural Computing #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural Networks and Applications #Neural dynamics and brain function
- Disentangled 3D Scene Generation with Layout Learning
2024/02/26 by Dave Epstein, Ben Poole, Epstein, Dave +7 · 2 citations
Computer Science · Engineering · #3D Shape Modeling and Analysis #Advanced Vision and Imaging #Computer Graphics and Visualization Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Regularized Autoencoders via Relaxed Injective Probability Flow
2020/02/20 by Abhishek Kumar, Ben Poole, Kumar, Abhishek +3 · 1 citation
Computer Science · Physics and Astronomy · #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks
- Non-saturating GAN training as divergence minimization
2020/10/15 by Shannon, Matt, Poole, Ben, Mariooryad, Soroosh +5 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Survey of Expressivity in Deep Neural Networks
2016/11/24 by Maithra Raghu, Ben Poole, Raghu, Maithra +7 · 1 voice
Computer Science · Mathematics · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural and Evolutionary Computing (cs.NE) #cs.LG #cs.NE #stat.ML
- SimVS: Simulating World Inconsistencies for Robust View Synthesis
2024/12/10 by Alex Trevithick, Roni Paiss, Trevithick, Alex +21 · 1 citation
Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Vision and Imaging #Image Retrieval and Classification Techniques