Hierarchical Image Classification on CIFAR-100
86.04Accuracy (fine)NeSy Epistemic
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| NeSy Epistemict-norm family=Product, Membership function=Triangular, tau_f=0.4, tau_c=0.5, Warm up=true2026.05 | 86.04 | 92.89 | 0.9766 | 92.95 | 92.89 | 92.89 | 4.75 | 1.55 | 0.0815 | 0.0258 | |
| NeSy Epistemict-norm family=Lukasiewicz, Membership function=Triangular, tau_f=0.4, tau_c=0.4, Warm up=true2026.05 | 86.02 | 92.76 | 0.9744 | 92.82 | 92.76 | 92.76 | 4.83 | 1.42 | 0.0814 | 0.0262 | |
| NeSy Epistemict-norm family=Godel, Membership function=Triangular, tau_f=0.4, tau_c=0.5, Warm up=true2026.05 | 85.99 | 92.88 | 0.9793 | 92.94 | 92.88 | 92.88 | 4.64 | 1.27 | 0.0794 | 0.0251 | |
| NeSy Epistemict-norm family=Godel, Membership function=Triangular, tau_f=0.4, tau_c=0.4, Warm up=true2026.05 | 85.99 | 92.86 | 0.9765 | 92.93 | 92.86 | 92.86 | 4.64 | 1.27 | 0.0794 | 0.0251 | |
| NeSy Epistemict-norm family=Lukasiewicz, Membership function=Trapezoidal, tau_f=0.6, tau_c=0.5, Warm up=true2026.05 | 85.84 | 92.84 | 0.9731 | 92.88 | 92.84 | 92.84 | 4.41 | 1.43 | 0.0799 | 0.0253 | |
| NeSy Epistemict-norm family=Lukasiewicz, Membership function=Trapezoidal, tau_f=0.4, tau_c=0.5, Warm up=true2026.05 | 85.84 | 92.81 | 0.9791 | 92.86 | 92.81 | 92.81 | 4.41 | 1.43 | 0.0799 | 0.0253 | |
| NeSy Epistemict-norm family=Product, Membership function=Gaussian, tau_f=0.4, tau_c=0.5, Warm up=true2026.05 | 85.79 | 92.48 | 0.9775 | 92.52 | 92.48 | 92.47 | 4.64 | 1.57 | 0.0811 | 0.0257 | |
| Base2026.05 | 85.72 | 91.98 | 0.9616 | 92 | 92 | 92 | 1.1 | 0.47 | 0.474 | 0.261 | |
| Epistemic (RS-NN)2026.05 | 84.93 | 92.26 | 0.9656 | 92.33 | 92.26 | 92.26 | 11.48 | 2.94 | 1.2454 | 0.4089 |