Search Results for author: Cyril Ibrahim

Found 3 papers, 1 papers with code

Touch-based Curiosity for Sparse-Reward Tasks

1 code implementation1 Apr 2021 Sai Rajeswar, Cyril Ibrahim, Nitin Surya, Florian Golemo, David Vazquez, Aaron Courville, Pedro O. Pinheiro

Robots in many real-world settings have access to force/torque sensors in their gripper and tactile sensing is often necessary in tasks that involve contact-rich motion.

Probabilistic Planning with Sequential Monte Carlo methods

no code implementations ICLR 2019 Alexandre Piche, Valentin Thomas, Cyril Ibrahim, Yoshua Bengio, Chris Pal

In this work, we propose a novel formulation of planning which views it as a probabilistic inference problem over future optimal trajectories.

Continuous Control

Finding and Visualizing Weaknesses of Deep Reinforcement Learning Agents

no code implementations ICLR 2020 Christian Rupprecht, Cyril Ibrahim, Christopher J. Pal

Further, critical states in which a very high or a very low reward can be achieved are often interesting to understand the situational awareness of the system as they can correspond to risky states.

Autonomous Driving Decision Making +2

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