Students

Adv.:
Statistical modeling and data analysis with applications in vision science and computational neuroscience, statistical machine learning
Statistical modeling and data analysis with applications in vision science and computational neuroscience, statistical machine learning
Concept learning and categorization
Concept learning and categorization
Deep learning, deep reinforcement learning
Deep learning, deep reinforcement learning
SLAM, Computer Vision, Machine Learning, Augmented Reality
SLAM, Computer Vision, Machine Learning, Augmented Reality
Sensorimotor Control, Computer Vision, Reinforcement Learning, Visual Neuroscience
Sensorimotor Control, Computer Vision, Reinforcement Learning, Visual Neuroscience
Control, optimization, machine learning, energy efficiency
Control, optimization, machine learning, energy efficiency
Adv.:
Natural language processing, domain adaptation, machine translation
Natural language processing, domain adaptation, machine translation
Machine Learning, Neuroscience, Computer Vision
Machine Learning, Neuroscience, Computer Vision
Adv.: Dan Klein
Grounded language learning, structured neural models, semantics, planning and reasoning
Grounded language learning, structured neural models, semantics, planning and reasoning
Computational imaging, phase retrieval, light field photography, compressive sensing, 3D imaging, microscopy, optical metrology
Computational imaging, phase retrieval, light field photography, compressive sensing, 3D imaging, microscopy, optical metrology
Artificial Intelligence, Personalized Health Care, Medical Tele-monitoring, Privacy
Artificial Intelligence, Personalized Health Care, Medical Tele-monitoring, Privacy
Vision, Learning
Vision, Learning
Human-robot interaction, robotic perception and control
Human-robot interaction, robotic perception and control
Control, optimization, machine learning
Control, optimization, machine learning
Adv.:
Applied statistics, causal inference and machine learning
Applied statistics, causal inference and machine learning
Time series analysis, Deep Learning, Reinforcement Learning
Time series analysis, Deep Learning, Reinforcement Learning
Physical human-robot interaction, robotic perception and control
Physical human-robot interaction, robotic perception and control
Statistics, Optimization and Machine Learning
Statistics, Optimization and Machine Learning
Control, optimization
Control, optimization
Adv.:
Statistics, applications to neuroscience, bioinformatics, and the social sciences
Statistics, applications to neuroscience, bioinformatics, and the social sciences
Computer vision, deep learning, domain adaptation, continuous learning, transfer learning
Computer vision, deep learning, domain adaptation, continuous learning, transfer learning
Adv.: Ben Recht
Optimization, Machine Learning
Optimization, Machine Learning
Computational cognitive science, machine learning, human-computer interaction
Computational cognitive science, machine learning, human-computer interaction
Machine Learning, Optimization, Statistics
Machine Learning, Optimization, Statistics
Multi-robot low-power mapping and exploration
Multi-robot low-power mapping and exploration
Computer Vision, Graphics
Computer Vision, Graphics
MultiRobot Dextrous Locomotion
MultiRobot Dextrous Locomotion
Adv.:
Hierarchical Reinforcement Learning, Program Induction
Hierarchical Reinforcement Learning, Program Induction
Cyber-physical systems, mathematical oncology, intelligent stormwater infrastructure
Cyber-physical systems, mathematical oncology, intelligent stormwater infrastructure
Statistics, Monte Carlo Methods and Optimization
Statistics, Monte Carlo Methods and Optimization
Deep reinforcement learning, unsupervised learning
Deep reinforcement learning, unsupervised learning
Machine learning, optimization and high dimensional statistics
Machine learning, optimization and high dimensional statistics
Adv.:
Statistical Machine Learning, stability and model selection with applications to neuroscience
Statistical Machine Learning, stability and model selection with applications to neuroscience
Computational imaging, phase retrieval, 3D microscopy, hard X-ray Tomography
Computational imaging, phase retrieval, 3D microscopy, hard X-ray Tomography
Adv.: Dawn Song
Deep learning, security, programming language
Deep learning, security, programming language
I am interested in machine learning (especially spectral graph approaches).
I am interested in machine learning (especially spectral graph approaches).
Machine Learning, Neuroscience
Machine Learning, Neuroscience
Deep Reinforcement Learning, Hierarchical RL, AGI
Deep Reinforcement Learning, Hierarchical RL, AGI
Low latency serving systems for machine learning
Low latency serving systems for machine learning
Robotics, Stochastic Processes, Data Cleaning, Approximate Inference, ML Model Interpretation
Robotics, Stochastic Processes, Data Cleaning, Approximate Inference, ML Model Interpretation
Adv.: Ben Recht
Computational Imaging, Control, Learning
Computational Imaging, Control, Learning
Adv.: Ben Recht
Personalized Health Care, Machine Learning
Personalized Health Care, Machine Learning
Robot learning, perception, transfer and generalization
Robot learning, perception, transfer and generalization
Control, optimization, machine learning, energy transition
Control, optimization, machine learning, energy transition
Vision & Learning
Vision & Learning
Autonomous vehicles, intelligent transportation, driver modeling, human-in-the-loop, learning and control
Autonomous vehicles, intelligent transportation, driver modeling, human-in-the-loop, learning and control
Visual Neuroscience, Machine Learning,
Visual Neuroscience, Machine Learning,
Deep reinforcement learning, AGI
Deep reinforcement learning, AGI
Computer vision, computational cognitive science, and education data mining
Computer vision, computational cognitive science, and education data mining
Adv.: Dan Klein
Entity analysis, syntactic parsing, summarization, neural network models for NLP
Entity analysis, syntactic parsing, summarization, neural network models for NLP
Statistical Machine Learning, Optimization and Monte Carlo Methods
Statistical Machine Learning, Optimization and Monte Carlo Methods
Machine Learning, Neuroscience, Vision
Machine Learning, Neuroscience, Vision
Vision, Learning
Vision, Learning
Computational imaging, phase retrieval, microscopy, Fourier ptychography
Computational imaging, phase retrieval, microscopy, Fourier ptychography
Mathematical Statistics, Optimization, Theoretical Computer Science
Mathematical Statistics, Optimization, Theoretical Computer Science
Adv.: Dawn Song
Statistical Machine Learning, Reinforcement Learning, Systems
Statistical Machine Learning, Reinforcement Learning, Systems
Online combined state and parameter estimation, model-based probabilistic inference for intensive care medicine
Online combined state and parameter estimation, model-based probabilistic inference for intensive care medicine
Safe learning, Autonomous vehicles, Human-centered robotics
Safe learning, Autonomous vehicles, Human-centered robotics
Computer Vision
Computer Vision
Human-compatible AI, reinforcement learning, algorithmic information theory
Human-compatible AI, reinforcement learning, algorithmic information theory
Deep reinforcement learning, meta-learning, robotics
Deep reinforcement learning, meta-learning, robotics
Reinforcement learning, robot control
Reinforcement learning, robot control
Control, artificial intelligence, machine learning, optimization
Control, artificial intelligence, machine learning, optimization
Network optimization, user response and elasticity to pricing strategies
Network optimization, user response and elasticity to pricing strategies
Optimal control, reinforcement learning
Optimal control, reinforcement learning
Adv.: Dan Klein
Natural language processing: semantics and structured prediction
Natural language processing: semantics and structured prediction
Reinforcement Learning
Reinforcement Learning
Adv.: Dan Klein
Natural language processing: unsupervised methods, parsing, grounded language learning
Natural language processing: unsupervised methods, parsing, grounded language learning
Vision, Learning
Vision, Learning
Operations Research, Machine Learning, Robotics and Design
Operations Research, Machine Learning, Robotics and Design
Computational social science, cognitive science, human-compatible AI
Computational social science, cognitive science, human-compatible AI
Computer Vision, Deep Learning
Computer Vision, Deep Learning
Applied Statistics, Bayesian Statistics, Machine Learning, Statistics in Physical Sciences
Applied Statistics, Bayesian Statistics, Machine Learning, Statistics in Physical Sciences
Computer Vision
Computer Vision
Human-compatible AI, value learning, bounded optimality
Human-compatible AI, value learning, bounded optimality
Machine learning, cognitive science
Machine learning, cognitive science
Robotic perception and control, deep reinforcement learning
Robotic perception and control, deep reinforcement learning
Computer Vision, Vision for Robotics
Computer Vision, Vision for Robotics
Deep reinforcement learning, robotic perception
Deep reinforcement learning, robotic perception
Task and motion planning, human compatible AI
Task and motion planning, human compatible AI
High agility robot locomotion
High agility robot locomotion
HCI, Machine Learning, & Computer Vision
HCI, Machine Learning, & Computer Vision
Individualized human modeling, sensing, image processing, exoskeleton and prosthesis control
Individualized human modeling, sensing, image processing, exoskeleton and prosthesis control
Metareasoning
Metareasoning
Deep learning, computer vision, language and vision
Deep learning, computer vision, language and vision
Safety in control systems, robotics, applying human cognitive processes to robotic algorithms
Safety in control systems, robotics, applying human cognitive processes to robotic algorithms
Control, optimization
Control, optimization
Artificial intelligence, deep reinforcement learning
Artificial intelligence, deep reinforcement learning
Vision, Learning
Vision, Learning
Combining Visual Recognition and Natural Language Understanding
Combining Visual Recognition and Natural Language Understanding
Control, optimization, machine learning, energy efficiency
Control, optimization, machine learning, energy efficiency
Robotic control, algorithmic HRI
Robotic control, algorithmic HRI
Adv.: Dawn Song
Deep learning, computer vision, natural language, and the intersections thereof
Deep learning, computer vision, natural language, and the intersections thereof
Parallelizing Deep Learning, developing new CNN architectures
Parallelizing Deep Learning, developing new CNN architectures
Adv.:
Learning, Perception, Action
Learning, Perception, Action
Computational cognitive science, intelligent tutoring systems, machine learning
Computational cognitive science, intelligent tutoring systems, machine learning
Machine learning toolkits, visualization for deep learning
Machine learning toolkits, visualization for deep learning
Machine Learning, Statistics, Optimization
Machine Learning, Statistics, Optimization
Exploring new optimization techniques for Deep Learning, applying Deep Learning to Go
Exploring new optimization techniques for Deep Learning, applying Deep Learning to Go
Reinforcement learning, robotics
Reinforcement learning, robotics
3D Computer Vision
3D Computer Vision
Vision, Graphics, Neuroscience
Vision, Graphics, Neuroscience
Energy Systems, Civil Systems, Sensors & Signals Interpretation
Energy Systems, Civil Systems, Sensors & Signals Interpretation
Reinforcement Learning, accountable robotics
Reinforcement Learning, accountable robotics
Adv.: Dan Klein
Natural language processing: structured neural models, grounded language learning
Natural language processing: structured neural models, grounded language learning
Adv.:
Optimization, Bayesian Statistics, Large-scale Machine Learning
Optimization, Bayesian Statistics, Large-scale Machine Learning
Optimization, online learning
Optimization, online learning
Scalable Learning, Robust Statistics, Robot Learning
Scalable Learning, Robust Statistics, Robot Learning
Adv.:
Natural language processing, topic models, applications to political science
Natural language processing, topic models, applications to political science
Adv.:
Applied statistics, bioinformatics, sparse modeling
Applied statistics, bioinformatics, sparse modeling
Tracking and detection
Tracking and detection
Computational Imaging, Optimization, Optics, Signal Processing
Computational Imaging, Optimization, Optics, Signal Processing
Reinforcement learning, statistical inference
Reinforcement learning, statistical inference
Adv.:
Causal Inference, Theoretical Statistics, Machine Learning, Random Forests, Experimental Design
Causal Inference, Theoretical Statistics, Machine Learning, Random Forests, Experimental Design
Control, Autonomous vehicles, Human-centered Robotics
Control, Autonomous vehicles, Human-centered Robotics
Deep learning, robotics, manipulation
Deep learning, robotics, manipulation
Robotic perception and control
Robotic perception and control
Control, optimization
Control, optimization
Mathematical Statistics, Random Matrix Theory
Mathematical Statistics, Random Matrix Theory
Computer Vision, Machine Learning, Algorithms
Computer Vision, Machine Learning, Algorithms
Reinforcement Learning, Learning Systems
Reinforcement Learning, Learning Systems
Cognitive Augmentation, Metalevel Reinforcement Learning, Rational Metareasoning, Bounded Optimality
Cognitive Augmentation, Metalevel Reinforcement Learning, Rational Metareasoning, Bounded Optimality
High-dimensional Statistics, Optimization, Machine Learning
High-dimensional Statistics, Optimization, Machine Learning
Computational imaging, phase space reconstruction, mircroscopy, neural network
Computational imaging, phase space reconstruction, mircroscopy, neural network
Computational imaging, holography, microscopy, brain imaging
Computational imaging, holography, microscopy, brain imaging
Adv.:
Deep Learning, Computer Vision
Deep Learning, Computer Vision
Machine Learning, Mathematical Statistics, Stochastic Optimization
Machine Learning, Mathematical Statistics, Stochastic Optimization
Computer vision, deep learning, domain specific languages, designing systems for computer vision
Computer vision, deep learning, domain specific languages, designing systems for computer vision
Control, optimization
Control, optimization
Machine learning, Cloud Robotics, Statistics
Machine learning, Cloud Robotics, Statistics
Computer Vision and Reinforcement Learning
Computer Vision and Reinforcement Learning
Optimization, machine learning, and randomized algorithms.
Optimization, machine learning, and randomized algorithms.
Machine Learning, Statistics, Optimization
Machine Learning, Statistics, Optimization
Robotic manipulation, computational geometry
Robotic manipulation, computational geometry
Deep Learning, Sensorimotor Robot Control, Virtual Reality, Reinforcement Learning
Deep Learning, Sensorimotor Robot Control, Virtual Reality, Reinforcement Learning
Neuroscience, fMRI, convolutional neural nets, vision
Neuroscience, fMRI, convolutional neural nets, vision
Optimal control, human-robot interaction, stochastic processes, statistical modeling
Optimal control, human-robot interaction, stochastic processes, statistical modeling
Visual Odometery, SLAM, Augmented Reality
Visual Odometery, SLAM, Augmented Reality
Adv.: Ren Ng
Computer Graphics, Computational Photography, Machine Learning, Optimization
Computer Graphics, Computational Photography, Machine Learning, Optimization
Optimization, Machine Learning, Generative Modeling
Optimization, Machine Learning, Generative Modeling
Computational imaging, signal processing, optimization, inverse problems
Computational imaging, signal processing, optimization, inverse problems
Machine Learning, Optimization, Reinforcement Learning, Computer Systems
Machine Learning, Optimization, Reinforcement Learning, Computer Systems
Developing portable and highly efficient implementations of DNN/CNN
Developing portable and highly efficient implementations of DNN/CNN
Adv.:
High-dimensional Statistics, Optimization, Statistical Learning Theory
High-dimensional Statistics, Optimization, Statistical Learning Theory
Adv.:
Interpretable deep learning, natural language processing
Interpretable deep learning, natural language processing
Learning for control, cooperative multi-robot teams
Learning for control, cooperative multi-robot teams
Robotic perception and control
Robotic perception and control
Active Perception, Aerial Robotics, Real-Time Robotics, Sensor-Based Planning
Active Perception, Aerial Robotics, Real-Time Robotics, Sensor-Based Planning
Learning systems, computer vision, Alzheimer's disease
Learning systems, computer vision, Alzheimer's disease
Machine Learning, Optimization, Distributed Systems
Machine Learning, Optimization, Distributed Systems
Neuroscience, statistical learning, system identification
Neuroscience, statistical learning, system identification
Causal Inference, Machine Learning, Structure Point Processes
Causal Inference, Machine Learning, Structure Point Processes
Large-scale Machine Learning, Big Data, Computer Systems
Large-scale Machine Learning, Big Data, Computer Systems
Autonomous vehicles, deep learning and computer vision
Autonomous vehicles, deep learning and computer vision
Information theory, statistical machine learning, and optimization
Information theory, statistical machine learning, and optimization
Computer Vision, Unsupervised Learning
Computer Vision, Unsupervised Learning
Vision, Learning
Vision, Learning
Reinforcement learning, motion control, computer graphics
Reinforcement learning, motion control, computer graphics
Representation Learning, Machine Learning
Representation Learning, Machine Learning
Computational Imaging, Cell Imaging, Portable Microcopy, Smartphone Microscopy, High-Throughput Imaging, Phase Retreival
Computational Imaging, Cell Imaging, Portable Microcopy, Smartphone Microscopy, High-Throughput Imaging, Phase Retreival
Convex optimization, machine learning and statistics
Convex optimization, machine learning and statistics
Nonparametric Bayesian statistics and spectral graph models with a special focus on applications to ecological modeling and quantitative finance.
Nonparametric Bayesian statistics and spectral graph models with a special focus on applications to ecological modeling and quantitative finance.
Deep Learning, Reinforcement Learning, Robotics
Deep Learning, Reinforcement Learning, Robotics
Neuroscience, machine learning, language, brain decoding
Neuroscience, machine learning, language, brain decoding
Machine Learning, Statistics, Structured Learning, Natural Language Processing
Machine Learning, Statistics, Structured Learning, Natural Language Processing
Vision and machine learning for robotics
Vision and machine learning for robotics
Statistical Inference, Machine Learning, Model-Based Probabilistic Inference for Intensive Care Medicine
Statistical Inference, Machine Learning, Model-Based Probabilistic Inference for Intensive Care Medicine
Deep Reinforcement Learning, Human-Robot Interaction
Deep Reinforcement Learning, Human-Robot Interaction
Computational Imaging, Inverse Problems, Optimization, Signal Processing
Computational Imaging, Inverse Problems, Optimization, Signal Processing
Adv.: Ben Recht
Machine Learning Systems, Optimization
Machine Learning Systems, Optimization
Adv.: Ben Recht
Machine Learning, Human-Robotic Interaction
Machine Learning, Human-Robotic Interaction
Control, optimization
Control, optimization
Vision, Information Theory, Neuroscience
Vision, Information Theory, Neuroscience
Deep reinforcement learning, Robotic perception and control
Deep reinforcement learning, Robotic perception and control
Human-centered robotics, Formal Methods, Autonomous vehicles, Safe control and verification
Human-centered robotics, Formal Methods, Autonomous vehicles, Safe control and verification
Adv.:
High dimensional statistics
High dimensional statistics
Representation learning, hierarchical reinforcement learning, vision
Representation learning, hierarchical reinforcement learning, vision
Reinforcement learning, unsupervised learning
Reinforcement learning, unsupervised learning
Human-centered Robotics, Shared Control, Haptic Interfaces, Augmented Reality
Human-centered Robotics, Shared Control, Haptic Interfaces, Augmented Reality
Machine learning, reinforcement learning, robotics
Machine learning, reinforcement learning, robotics
Statistical learning and game theory with applications to crowdsourcing
Statistical learning and game theory with applications to crowdsourcing
Adv.: Ben Recht
Machine Learning, Optimization, Systems
Machine Learning, Optimization, Systems
End-to-End Vision and Reinforcement Learning
End-to-End Vision and Reinforcement Learning
Computational imaging, EUV lithography, optimization, physical simulation
Computational imaging, EUV lithography, optimization, physical simulation
Adv.: Dawn Song
Machine learning, computer security, programming systems
Machine learning, computer security, programming systems
Adv.: Ben Recht
Optimization, Machine Learning, Active Learning
Optimization, Machine Learning, Active Learning
Machine learning for robotic perception and control
Machine learning for robotic perception and control
Adv.:
Statistics, Computational Neuroscience, Deep Learning
Statistics, Computational Neuroscience, Deep Learning
Machine Learning, Optimization, Distributed Systems
Machine Learning, Optimization, Distributed Systems
Adv.: Ben Recht
Machine Learning Systems
Machine Learning Systems
Adv.:
Deep Reinforcement Learning
Deep Reinforcement Learning
Adv.: Ren Ng
Computer Vision, Computational Photography, Computer Graphics
Computer Vision, Computational Photography, Computer Graphics
Natural language processing, education
Natural language processing, education
Natural language processing, machine learning, optimization
Natural language processing, machine learning, optimization
Reinforcement learning, robot control
Reinforcement learning, robot control
Deep learning, reinforcement learning
Deep learning, reinforcement learning
Operations Research, Machine Learning, Convex Optimization
Operations Research, Machine Learning, Convex Optimization
Computational Neural Science, Parallel Computing, Deep Learning in Computer Vision
Computational Neural Science, Parallel Computing, Deep Learning in Computer Vision
Reinforcement learning, unsupervised learning, robotic control
Reinforcement learning, unsupervised learning, robotic control
Adv.: Ben Recht
Machine Learning, Optimization
Machine Learning, Optimization
Computer Vision
Computer Vision
Vision & Learning
Vision & Learning
Control, reinforcement learning
Control, reinforcement learning
Adv.:
Empirical legal studies, causal inference, and resampling methods.
Empirical legal studies, causal inference, and resampling methods.
Vision, Learning
Vision, Learning
Low-Latency Learning, Deep Learning Systems
Low-Latency Learning, Deep Learning Systems
High dimensional and nonparametric statistics, machine learning
High dimensional and nonparametric statistics, machine learning
Statistics, Machine Learning, Optimization
Statistics, Machine Learning, Optimization
Theoretical Statistics, Machine Learning, Optimization
Theoretical Statistics, Machine Learning, Optimization
Probabilistic Inference, Machine Learning, Deep Reinforcement Learning
Probabilistic Inference, Machine Learning, Deep Reinforcement Learning
Optimization, Reinforcement learning, Multi-agent systems, Urban systems, Autonomous vehicles
Optimization, Reinforcement learning, Multi-agent systems, Urban systems, Autonomous vehicles
Efficient deep learning
Efficient deep learning
Adv.:
Bio-image data analysis and dictionary learning
Bio-image data analysis and dictionary learning
Deep Autonomous Driving, Vision, Reinforcement Learning
Deep Autonomous Driving, Vision, Reinforcement Learning
Machine learning for systems management
Machine learning for systems management
Machine learning, non-convex optimization, high-dimensional statistics
Machine learning, non-convex optimization, high-dimensional statistics
Computational imaging, super-resolution microscopy, phase retrieval
Computational imaging, super-resolution microscopy, phase retrieval
Agile legged robot locomotion
Agile legged robot locomotion
Deep learning, reinforcement learning
Deep learning, reinforcement learning
Representation learning, reinforcement learning
Representation learning, reinforcement learning
Machine Learning, Optimization, Statistics
Machine Learning, Optimization, Statistics
Computer Vision, Deep learning
Computer Vision, Deep learning
Adv.: Ren Ng
Computer Graphics, Computer Vision, Computational Photography, Image Processing
Computer Graphics, Computer Vision, Computational Photography, Image Processing
Neuroscience, navigation, vision, dank memes
Neuroscience, navigation, vision, dank memes
Modeling and control of cyber-physical systems, online learning and machine learning, economics and game theory, building automation and control
Modeling and control of cyber-physical systems, online learning and machine learning, economics and game theory, building automation and control
Machine Learning, Optimization
Machine Learning, Optimization
Computer Vision, Deep Learning
Computer Vision, Deep Learning
Computer Graphics, Computer Vision
Computer Graphics, Computer Vision
Machine Learning, Statistics, Optimization
Machine Learning, Statistics, Optimization
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