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analytic learning (5) catastrophic forgetting (4) continual learning (4) class incremental learning (3) closed-form solution (3) exemplar-free learning (2) recursive least squares (2) gaussian kernel (1) pre-trained model (1) parameter-efficient fine-tuning (1) low-rank adaptation (1) non-iid datum (1) pretrained model (1) generalized class incremental learning (1) large language model (1) dual-stream architecture (1) analytic federated learning (1) single-round aggregation (1) data heterogeneity invariance (1) class incremental (1)