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0.3%0.5%0.8%0.2% · May 201519922001200920172026
8 results for proprioception

New algorithm learns tasks from video demonstrations using proprioceptive information.

problem Lack of idealized conditions in imitation learning from video demonstrations.
method Proposes an algorithm that leverages proprioceptive state representations for policy learning.
result Outperforms other IfO algorithms by a large margin in MuJoCo domains.

Understanding how images of objects and scenes behave in response to specific ego-motions is a crucial aspect of proper visual development, yet existing visual learning methods are conspicuously disconnected from the physical source of their images. We propose to exploit proprioceptive motor signals to provide unsuperv…

2015-05-08abs ↗pdf ↗

This paper proposes IMU preintegrated features for efficient deep inertial odometry.

problem Efficient odometry from IMU data is challenging due to sensor imperfections and noise.
method Proposes IMU preintegrated features exploiting IMU motion model's manifold structure.
result Improves odometry performance and reduces computational burdens.

Unified Latent Dynamics unifies model-free and model-based reinforcement learning.

problem Combining the efficiency of model-free methods with the representational strengths of model-based approaches.
method Embedding state-action pairs into a latent space where the true value function is approximately linear, using synchronized updates of encoder, value, and policy networks.
result ULD achieves cross-domain competence with minimal tuning and a fraction of the parameter footprint.