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Dexterous Manipulation using Delta Arrays

Dexterous manipulation strategies implemented on the Delta Arrays using various implementations.

  • Model Free Reinforcement Learning with Dynamic Motion Primitives
  • Open Loop Motion and Contact Planning Algorithm - HiDex
  • Closed Loop Visual Feedback with Causal Inference and Probabilistic Graphical Models for Planar Manipulation
  • Dexterous Distributed Manipulation using SAC and Multi-Agent RL
  • (new) A Diffusion-based Policy to generate object trajectories.

This is a research project to aid development of modular sample-efficient dexterous manipulation algorithms that are benchmarked with an array of 64 Delta Robots in an 8x8 grid.