Yu Liu

TL;DR: A novel Sparse and Self-Organizing LSM (SSO-LSM) architecture with a low-overhead hardware-friendly Spike-Timing Dependent Plasticity (STDP) mechanism for efficient on-chip reservoir tuning and induces desirable self-organizing behaviors in the reservoir that naturally lead to a sparser recurrent network.

TL;DR: A novel spike-train level direct feedback alignment (ST-DFA) algorithm is proposed, which is much more bio-plausible and hardware friendly than BP and shows excellent performance vs. overhead tradeoffs for real-world speech and image classification applications.

TL;DR: This article explores bio-plausible spike-timing-dependent-plasticity (STDP) mechanisms to train liquid state machine models with and without supervision and pursues efficient hardware implementation of FPGA LSM accelerators by performing algorithm-level optimization of the two proposed training rules and exploiting the self-organizing behaviors naturally induced by STDP.

TL;DR: In this paper , the pineal gland synthesized by pineal glands has been shown to have beneficial effects on oocyte quality owing to its antioxidative function, and the exposure of oocytes of diabetic mice to melatonin, in vitro , alleviated aberrant oocyte maturation competence.