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Not Every Spike Is Positive: The MTJ Neuron Built for Signed Signals

TL;DR for operators The paper proposes a magnetic tunnel junction, or MTJ, neuron that can implement signed leaky integrate-and-fire dynamics: positive and negative spikes, not merely ordinary one-direction spiking dressed up in new device terminology.1 The important move is geometric. The authors align the pinned-layer easy axis with the short axis of an elliptical free layer, while the free layer’s own easy axis points along the height direction. That orthogonal-easy-axis arrangement changes how the free-layer magnetization accumulates, relaxes, and crosses thresholds. In business language, the paper is not saying “spintronics is cool.” It is saying “a particular magnetic geometry may give a compact physical substrate for richer spiking representations.” Subtle difference. Useful difference. ...

June 20, 2026 · 15 min · Zelina