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Ricardo Garcia Pinel

3 accepted papers

2023

PolarNet: 3D Point Clouds for Language-Guided Robotic Manipulation

CoRL 2023poster

The ability for robots to comprehend and execute manipulation tasks based on natural language instructions is a long-term goal in robotics. The dominant approaches for language-guided manipulation use 2D image representations, which face difficulties in combining multi-view cameras and inferring pre…

Cited by 37SourcecodeScholar
2022

Instruction-driven history-aware policies for robotic manipulations

CoRL 2022oral

In human environments, robots are expected to accomplish a variety of manipulation tasks given simple natural language instructions. Yet, robotic manipulation is extremely challenging as it requires fine-grained motor control, long-term memory as well as generalization to previously unseen tasks and…

Cited by 117SourcecodeScholar
2020

Learning Obstacle Representations for Neural Motion Planning

CoRL 2020

Motion planning and obstacle avoidance is a key challenge in robotics applications. While previous work succeeds to provide excellent solutions for known environments, sensor-based motion planning in new and dynamic environments remains to be difficult. In this work we address sensor-based motion pl