Emanuel Todorov

Affiliations:
  • University of Washington, Seattle, USA


According to our database1, Emanuel Todorov authored at least 91 papers between 1994 and 2021.

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Bibliography

2021
Computing the Newton-step faster than Hessian accumulation.
CoRR, 2021

2020
Lyceum: An efficient and scalable ecosystem for robot learning.
Proceedings of the 2nd Annual Conference on Learning for Dynamics and Control, 2020

2019
Learning Deep Visuomotor Policies for Dexterous Hand Manipulation.
Proceedings of the International Conference on Robotics and Automation, 2019

Plan Online, Learn Offline: Efficient Learning and Exploration via Model-Based Control.
Proceedings of the 7th International Conference on Learning Representations, 2019

2018
Reinforcement learning for non-prehensile manipulation: Transfer from simulation to physical system.
Proceedings of the 2018 IEEE International Conference on Simulation, 2018

Learning Complex Dexterous Manipulation with Deep Reinforcement Learning and Demonstrations.
Proceedings of the Robotics: Science and Systems XIV, 2018

Goal Directed Dynamics.
Proceedings of the 2018 IEEE International Conference on Robotics and Automation, 2018

2017
Learning Complex Dexterous Manipulation with Deep Reinforcement Learning and Demonstrations.
CoRR, 2017

Towards Generalization and Simplicity in Continuous Control.
Proceedings of the Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, 2017

2016
Learning Dexterous Manipulation Policies from Experience and Imitation.
CoRR, 2016

Design of a highly biomimetic anthropomorphic robotic hand towards artificial limb regeneration.
Proceedings of the 2016 IEEE International Conference on Robotics and Automation, 2016

Optimal control with learned local models: Application to dexterous manipulation.
Proceedings of the 2016 IEEE International Conference on Robotics and Automation, 2016

Real-time state estimation with whole-body multi-contact dynamics: A modified UKF approach.
Proceedings of the 16th IEEE-RAS International Conference on Humanoid Robots, 2016

2015
Convex Structured Controller Design in Finite Horizon.
IEEE Trans. Control. Netw. Syst., 2015

Graphical Newton.
CoRR, 2015

Interactive Control of Diverse Complex Characters with Neural Networks.
Proceedings of the Advances in Neural Information Processing Systems 28: Annual Conference on Neural Information Processing Systems 2015, 2015

Ensemble-CIO: Full-body dynamic motion planning that transfers to physical humanoids.
Proceedings of the 2015 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2015

Whole-body model-predictive control applied to the HRP-2 humanoid.
Proceedings of the 2015 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2015

Simulation tools for model-based robotics: Comparison of Bullet, Havok, MuJoCo, ODE and PhysX.
Proceedings of the IEEE International Conference on Robotics and Automation, 2015

MuJoCo HAPTIX: A virtual reality system for hand manipulation.
Proceedings of the 15th IEEE-RAS International Conference on Humanoid Robots, 2015

Physically consistent state estimation and system identification for contacts.
Proceedings of the 15th IEEE-RAS International Conference on Humanoid Robots, 2015

2014
Universal Convexification via Risk-Aversion.
Proceedings of the Thirtieth Conference on Uncertainty in Artificial Intelligence, 2014

Combining the benefits of function approximation and trajectory optimization.
Proceedings of the Robotics: Science and Systems X, 2014

Physically-consistent sensor fusion in contact-rich behaviors.
Proceedings of the 2014 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2014

Design, optimization, calibration, and a case study of a 3D-printed, low-cost fingertip sensor for robotic manipulation.
Proceedings of the 2014 IEEE International Conference on Robotics and Automation, 2014

Convex and analytically-invertible dynamics with contacts and constraints: Theory and implementation in MuJoCo.
Proceedings of the 2014 IEEE International Conference on Robotics and Automation, 2014

Control-limited differential dynamic programming.
Proceedings of the 2014 IEEE International Conference on Robotics and Automation, 2014

Real-time behaviour synthesis for dynamic hand-manipulation.
Proceedings of the 2014 IEEE International Conference on Robotics and Automation, 2014

Convex risk averse control design.
Proceedings of the 53rd IEEE Conference on Decision and Control, 2014

2013
Animating human lower limbs using contact-invariant optimization.
ACM Trans. Graph., 2013

Convex Structured Controller Design.
CoRR, 2013

Fast, strong and compliant pneumatic actuation for dexterous tendon-driven hands.
Proceedings of the 2013 IEEE International Conference on Robotics and Automation, 2013

STAC: Simultaneous tracking and calibration.
Proceedings of the 13th IEEE-RAS International Conference on Humanoid Robots, 2013

Time varying nonlinear Policy Gradients.
Proceedings of the 52nd IEEE Conference on Decision and Control, 2013

Convexity of optimal linear controller design.
Proceedings of the 52nd IEEE Conference on Decision and Control, 2013

The δ - sensitivity and its application to stochastic optimal control of nonlinear diffusions.
Proceedings of the American Control Conference, 2013

Multi-robot active SLAM with relative entropy optimization.
Proceedings of the American Control Conference, 2013

Convex control design via covariance minimization.
Proceedings of the 51st Annual Allerton Conference on Communication, 2013

Value function approximation and model predictive control.
Proceedings of the 2013 IEEE Symposium on Adaptive Dynamic Programming and Reinforcement Learning, 2013

Free energy based policy gradients.
Proceedings of the 2013 IEEE Symposium on Adaptive Dynamic Programming and Reinforcement Learning, 2013

2012
Discovery of complex behaviors through contact-invariant optimization.
ACM Trans. Graph., 2012

Contact-Invariant Optimization for Hand Manipulation.
Proceedings of the 2012 Eurographics/ACM SIGGRAPH Symposium on Computer Animation, 2012

Tendon-Driven Variable Impedance Control Using Reinforcement Learning.
Proceedings of the Robotics: Science and Systems VIII, 2012

MuJoCo: A physics engine for model-based control.
Proceedings of the 2012 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2012

Synthesis and stabilization of complex behaviors through online trajectory optimization.
Proceedings of the 2012 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2012

Trajectory optimization for domains with contacts using inverse dynamics.
Proceedings of the 2012 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2012

Tendon-driven control of biomechanical and robotic systems: A path integral reinforcement learning approach.
Proceedings of the IEEE International Conference on Robotics and Automation, 2012

Reduced dimensionality control for the ACT hand.
Proceedings of the IEEE International Conference on Robotics and Automation, 2012

Relative entropy and free energy dualities: Connections to Path Integral and KL control.
Proceedings of the 51th IEEE Conference on Decision and Control, 2012

Stochastic optimal control for nonlinear markov jump diffusion processes.
Proceedings of the American Control Conference, 2012

Linearly solvable Markov games.
Proceedings of the American Control Conference, 2012

2011
A Unifying Framework for Linearly Solvable Control.
Proceedings of the UAI 2011, 2011

Infinite-Horizon Model Predictive Control for Periodic Tasks with Contacts.
Proceedings of the Robotics: Science and Systems VII, 2011

Design and analysis of an artificial finger joint for anthropomorphic robotic hands.
Proceedings of the IEEE International Conference on Robotics and Automation, 2011

A convex, smooth and invertible contact model for trajectory optimization.
Proceedings of the IEEE International Conference on Robotics and Automation, 2011

Modular bio-mimetic robots that can interact with the world the way we do.
Proceedings of the IEEE International Conference on Robotics and Automation, 2011

First-exit model predictive control of fast discontinuous dynamics: Application to ball bouncing.
Proceedings of the IEEE International Conference on Robotics and Automation, 2011

Neuromuscular stochastic optimal control of a tendon driven index finger model.
Proceedings of the American Control Conference, 2011

Moving least-squares approximations for linearly-solvable MDP.
Proceedings of the 2011 IEEE Symposium on Adaptive Dynamic Programming And Reinforcement Learning, 2011

High-order local dynamic programming.
Proceedings of the 2011 IEEE Symposium on Adaptive Dynamic Programming And Reinforcement Learning, 2011

Complex object manipulation with hierarchical optimal control.
Proceedings of the 2011 IEEE Symposium on Adaptive Dynamic Programming And Reinforcement Learning, 2011

2010
Stochastic Complementarity for Local Control of Discontinuous Dynamics.
Proceedings of the Robotics: Science and Systems VI, 2010

Policy gradients in linearly-solvable MDPs.
Proceedings of the Advances in Neural Information Processing Systems 23: 24th Annual Conference on Neural Information Processing Systems 2010. Proceedings of a meeting held 6-9 December 2010, 2010

Implicit nonlinear complementarity: A new approach to contact dynamics.
Proceedings of the IEEE International Conference on Robotics and Automation, 2010

Inverse Optimal Control with Linearly-Solvable MDPs.
Proceedings of the 27th International Conference on Machine Learning (ICML-10), 2010

Stochastic Differential Dynamic Programming.
Proceedings of the American Control Conference, 2010

Position estimation and control of compact BLDC motors based on analog linear Hall effect sensors.
Proceedings of the American Control Conference, 2010

2009
Efficient computation of optimal actions.
Proc. Natl. Acad. Sci. USA, 2009

Compositionality of optimal control laws.
Proceedings of the Advances in Neural Information Processing Systems 22: 23rd Annual Conference on Neural Information Processing Systems 2009. Proceedings of a meeting held 7-10 December 2009, 2009

Iterative local dynamic programming.
Proceedings of the IEEE Symposium on Adaptive Dynamic Programming and Reinforcement Learning, 2009

Eigenfunction approximation methods for linearly-solvable optimal control problems.
Proceedings of the IEEE Symposium on Adaptive Dynamic Programming and Reinforcement Learning, 2009

Practical numerical methods for stochastic optimal control of biological systems in continuous time and space.
Proceedings of the IEEE Symposium on Adaptive Dynamic Programming and Reinforcement Learning, 2009

Hierarchical optimal control of a 7-DOF arm model.
Proceedings of the IEEE Symposium on Adaptive Dynamic Programming and Reinforcement Learning, 2009

Real-time motor control using recurrent neural networks.
Proceedings of the IEEE Symposium on Adaptive Dynamic Programming and Reinforcement Learning, 2009

2008
Predicting Reaching Targets from Human EEG.
IEEE Signal Process. Mag., 2008

General duality between optimal control and estimation.
Proceedings of the 47th IEEE Conference on Decision and Control, 2008

Optimal trade-off between exploration and exploitation.
Proceedings of the American Control Conference, 2008

2007
Probabilistic Inference of Multijoint Movements, Skeletal Parameters and Marker Attachments From Diverse Motion Capture Data.
IEEE Trans. Biomed. Eng., 2007

Iterative linearization methods for approximately optimal control and estimation of non-linear stochastic system.
Int. J. Control, 2007

2006
Linearly-solvable Markov decision problems.
Proceedings of the Advances in Neural Information Processing Systems 19, 2006

An Iterative Optimal Control and Estimation Design for Nonlinear Stochastic System.
Proceedings of the 45th IEEE Conference on Decision and Control, 2006

2005
Stochastic Optimal Control and Estimation Methods Adapted to the Noise Characteristics of the Sensorimotor System.
Neural Comput., 2005

From task parameters to motor synergies: A hierarchical framework for approximately optimal control of redundant manipulators.
J. Field Robotics, 2005

A generalized iterative LQG method for locally-optimal feedback control of constrained nonlinear stochastic systems.
Proceedings of the American Control Conference, 2005

Estimation and control of systems with multiplicative noise via linear matrix inequalities.
Proceedings of the American Control Conference, 2005

2004
Iterative Linear Quadratic Regulator Design for Nonlinear Biological Movement Systems.
Proceedings of the ICINCO 2004, 2004

2002
Cosine Tuning Minimizes Motor Errors.
Neural Comput., 2002

A Minimal Intervention Principle for Coordinated Movement.
Proceedings of the Advances in Neural Information Processing Systems 15 [Neural Information Processing Systems, 2002

1996
A Model of Recurrent Interactions in Primary Visual Cortex.
Proceedings of the Advances in Neural Information Processing Systems 9, 1996

1994
Factorial Learning by Clustering Features.
Proceedings of the Advances in Neural Information Processing Systems 7, 1994

Catastrophic Interference in Human Motor Learning.
Proceedings of the Advances in Neural Information Processing Systems 7, 1994


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