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Mingqiang Huang

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#artificial intelligence Preprint Oct 2026

SemanticFold: Latent Sequence Compression SeparatesLanguage Modeling, Decodability, and Reasoning

We study whether latent sequence compression of prompt prefixes preserves the capabilities that large language models rely on during inference. We introduce SemanticFold, a compression scheme that folds prefix hidden states at learned boundaries, and evaluate it across five model scales: Qwen3-1.7B, Qwen3-8B, SmolLM2-1...

Ming-Yan Liu, Ming-Qiang Huang · 0 citations
Preprint Jul 2026

Burst Spiking Neural Networks

This work proposes Burst Spiking Neural Networks (BuSNNs), built upon Burst-enhanced Spiking Neurons and a Dynamic Weight Constraint (DWC) mechanism, which mitigates perturbation-induced transitions in activation states and thereby enhances robustness.

Jiahong Zhang, Sijun Shen, Man Yao et al. · 0 citations

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