Multi-Adapter PPO: A Cross-Attention Enhanced Wavelength Selection Framework for LIBS Quantitative Analysis

In three linesMulti-Adapter PPO framework for wavelength selection in LIBS quantitative analysis. Uses RL with cross-attention mechanisms and specialized adapters. Outperforms PSO by 28.4% in comprehensive score and 45.2% in prediction accuracy on steel and coal datasets. Code and dataset released.

Summary generated by Claude — human-verified