Evaluating the Transfer of Co-Evolved Communication from 2D to 3D Simulation
This work examines the transfer of a co-evolved communication mechanism between two robotic agents from a discrete two-dimensional (2D) simulator to a three-dimensional simulator with real physics (3D).
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Key points
- The study focuses on whether a communication mechanism co-evolved in a 2D environment retains its functional role after transfer to a 3D physics-based simulator.
- To support this analysis, the effects of the episode time budget, the social cue, and the asymmetry between the two co-evolved roles were examined.
- In both simulators, the social cue functioned primarily as a jam- assistance mechanism rather than as a navigation guide, although with a more pronounced effect in 2D.
- Analysis of eight independent evolutionary runs revealed a consistent direction of asymmetry, although its magnitude varied across runs.
Sources (2)
- [1]Evaluating the Transfer of Co-Evolved Communication from 2D to 3D SimulationHugging Face Daily Papers · Oct 7, 12:00 AM
This work examines the transfer of a co-evolved communication mechanism between two robotic agents from a discrete two-dimensional (2D) simulator to a three-dimensional simulator with real physics (3D).
The study focuses on whether a communication mechanism co-evolved in a 2D environment retains its functional role after transfer to a 3D physics-based simulator.
- [2]Evaluating the Transfer of Co-Evolved Communication from 2D to 3D SimulationarXiv (AI, ML, NLP, CV, robotics, multi-agent) · Oct 7, 01:28 AM · same content
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