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Kunal Menda

2 accepted papers

2020

Scalable Identification of Partially Observed Systems with Certainty-Equivalent EM

ICML 2020poster

System identification is a key step for model-based control, estimator design, and output prediction. This work considers the offline identification of partially observed nonlinear systems. We empirically show that the certainty-equivalent approximation to expectation-maximization can be a reliable…

2019

EnsembleDAgger: A Bayesian Approach to Safe Imitation Learning

IROS 2019poster

Although imitation learning is often used in robotics, the approach frequently suffers from data mismatch and compounding errors. DAgger is an iterative algorithm that addresses these issues by aggregating training data from both the expert and novice policies, but does not consider the impact of sa…

Cited by 127SourceScholar