Topics
Explore 3 articles on Simulation to reality from How Robots Learn.
FlashNeRD combines learned robot dynamics with analytical collision detection and two-way coupling to analytically simulated objects. Its authors report faster dynamics, policy learning and planning in simulation, but the available evidence does not establish independent or physical-robot validation.
Written
SimVLA uses synthetic action data and simulator-derived visual-language supervision for pre-training, then adds simulated policy rollouts during post-training. Its authors report zero-shot transfer to real mobile-manipulation tasks, but the available abstract does not provide detailed results or independent validation.
Written
Why simulator observations and physics can differ from hardware, with varied simulation, human correction and physical learning as research approaches.
Written