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Context-length-independent universality is mathematically possible: a single causal transformer with fixed parameters can approximate functions across arbitrary token resolutions and context lengths, provided the input sequences satisfy mild H枚lder regularity.
Weak convergence to target distributions can be achieved even with singular Riesz kernels, challenging previous assumptions about self-interaction in particle dynamics.
