[Figure 3] Comparison of the Learning Landscapes Reached by AI Models Based on Learning Methods (IMAGE)

National Research Council of Science & Technology

[Figure 3] Comparison of the Learning Landscapes Reached by AI Models Based on Learning Methods

Caption

Conventional artificial intelligence (DNN) has a gentle learning landscape (left). The middle and right figures show the same learning landscape for the same spiking neural network (SNN), where the search path varies depending on the compass (learning method) used. While the conventional method reaches a steep and rugged point (middle), A²SG reaches a flat point, resulting in improved performance (right). Each figure depicts the terrain surrounding the point reached during learning.

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Korea Institute of Science and Technology(KIST)

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