inr2action: Encoding Robot Episodes as Neural Implicit Representations for Recall and Action

Leann Alhashishi, Christos Margadji, Sebastian William Pattinson

Long-horizon robotic operation requires memory that scales with essential information rather than execution time. We present a parameter-space memory framework where each episode i…