Pheromone evolution in ant colonies obeys the identical update equations as stochastic gradient descent, with evaporation as learning rate and colony fitness as negative loss.
Isomorphic functionalities between ant colony and ensemble learning: Part ii-on the strength of weak learnability and the boosting paradigm, 2026a
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Isomorphic Functionalities between Ant Colony and Ensemble Learning: Part III -- Gradient Descent, Neural Plasticity, and the Emergence of Deep Intelligence
Pheromone evolution in ant colonies obeys the identical update equations as stochastic gradient descent, with evaporation as learning rate and colony fitness as negative loss.