Author

Qinru Qiu

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#artificial intelligence Preprint Oct 2026

An FPGA-Based Spiking Neural Network for Spatiotemporal Pattern Learning and Classification

Spiking Neural Networks (SNNs) are promising for energy-efficient spatiotemporal pattern recognition at the edge, but efficient deployment and on-device adaptation require specialized hardware. In this work, we present an FPGA implementation of multilayer SNNs for spatiotemporal pattern classification, in which both in...

Jin-Gang Jin, Yue Ma, Zhenhang Zhang et al. · 0 citations

Preprint Aug 2026

Adversarially Robust Abductive Fusion of Pre-trained Transformer-based Perception Models

This work frames the fusion of multiple imperfect ViT-based detectors as a consistency-based abduction problem solved at test time by an exact Integer Program (IP) and a polynomial-time heuristic and shows that this metacognitive layer can be learned without any domain knowledge by exploiting vector-space geometry.

Mario A. Leiva, Yue Ma, Qinru Qiu et al. · 0 citations