Author

Zhong-Yuan Lai

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Open access Aug 2026

A Context-Conditional Audit of Trial-Pairing-Dependent Neural Gain in Motor-Cortex Decoding

Objective Neural-only decoding performance does not identify how much prediction neural history adds beyond task structure or recent output. We tested how this increment changes when context and temporal information boundaries are made explicit. Approach We defined context-conditional neural gain as held-out error redu...

Zonghan Du, Zhong-Yuan Lai, Liang Hu et al. · bioRxiv · 0 citations

Conference Open access Sep 2026

A Durable Machine Unlearning Framework to Nullify Recall of Sensitive Data on Incremental Training

The proposed DUE framework can effectively nullify the recall of sensitive information after MU, and even improve the performance of ULMs, and establishes a new fundamental research direction in safe training against MU vulnerabilities.

Qing Cao, Liang Hu, Dora D. Liu et al. · Proceedings of the Thirty-Fi... · 0 citations