snn

"在v5中，当AI受到攻击或失控时，我们实现了自主恢复到正常状态的“神经修复”。"

"SNN Guardrail 被开发用于监控人工智能的“神经活动”并阻止危险的输入。"

"使用SNN时间信息来窥探AI内部。"

"我们发现的公式是：θ = 2.0 × max(激活值)。"

"在深度 ResNet19 脉冲反向传播上实现后，STAER 在 Sequential-MNIST 和 Sequential-CIFAR10 上实现了最先进的性能。"

"今回は私が作っているSNN-LLM（スパイキングニューラルネットワーク製の大規模言語モデル）のv3アップデートを報告します。"

"The research reports a 65% improvement in PPL (Perplexity) using the 11-dimensional hypercube topology!"

"CTSN effectively improves the deficiencies of ternary spiking neuron, while the embedded learnable factors enable CTSN to adaptively adjust neuron dynamics, providing strong neural heterogeneity."

"By implementing L2-norm-based synaptic scaling and setting the number of neurons in both excitatory and inhibitory layers to 400, the network achieved classification accuracies of 88.84 % on the MNIST dataset and 68.01 % on the Fashion-MNIST dataset after one epoch of training."