1 citations · 1 across the 3 of their papers we have counts for
3 papers
nlin.CG2025
Frequency-Histogram Coarse Graining in Elementary Cellular Automata and 2D CA
Sanyam Jain, Stefano Nichele
Cellular automata and other discrete dynamical systems have long been studied as models of emergent complexity. Recently, neural cellular automata have been proposed as models to i…
nlin.CG2024
Emergent Dynamics in Heterogeneous Life-Like Cellular Automata
Aarati Shrestha, Felix Reimers, Sanyam Jain +4
The Game of Life (GoL), one well known 2D cellular automaton, does not typically ensure interesting long-term phenotypic dynamics. Therefore, while being Turing complete, GoL canno…
cs.LG2023★ 1 cited
RAMario: Experimental Approach to Reptile Algorithm -- Reinforcement Learning for Mario
Sanyam Jain
This research paper presents an experimental approach to using the Reptile algorithm for reinforcement learning to train a neural network to play Super Mario Bros. We implement the…