Auxiliary variables prevent mode collapse in mean-field transformers, with the limit distribution being the pushforward of the auxiliary distribution, and positional encoding and prompt insertion have universality of representation.
Unlocking out-of- distribution generalization in transformers via recursive latent space reasoning.arXiv preprint arXiv:2510.14095,
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Anti Mode-Collapse in Mean-Field Transformer via Auxiliary Variables
Auxiliary variables prevent mode collapse in mean-field transformers, with the limit distribution being the pushforward of the auxiliary distribution, and positional encoding and prompt insertion have universality of representation.