Zhipeng Chang

PatternFormer: Learning Multiple Solution Patterns in Reaction--Diffusion Systems

PatternFormer is developed, a large language model-based framework for learning the multiple solutions of nonlinear partial differential equations that produces structured solution sets in a single autoregressive pass, terminating automatically for finite families and enforcing physical residual constraints for unbound...