For geological analysis tasks such as reservoir characterization and petroleum exploration, lithology identification is a crucial foundational task. The logging at this stage generally build model, assuming that the data share an independent identical distribution. This assumption, however, does not hold among various wells due to variations in depositional conditions, apparatus, etc. In additi...