BlockDialect assigns one of 16 FP4 'dialect' formats to each 32-64 element block of weights and activations, achieving near-full-precision accuracy with roughly 4-bit storage and integer-friendly MACs.
Infinitesimal generators for a class of polynomial processes
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abstract
We study the infinitesimal generators of evolutions of linear mappings on the space of polynomials, which correspond to a special class of Markov processes with polynomial regressions called quadratic harnesses. We relate the infinitesimal generator to the unique solution of a certain commutation equation, and we use the commutation equation to find an explicit formula for the infinitesimal generator of free quadratic harnesses.
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2025 1verdicts
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BlockDialect: Block-wise Fine-grained Mixed Format Quantization for Energy-Efficient LLM Inference
BlockDialect assigns one of 16 FP4 'dialect' formats to each 32-64 element block of weights and activations, achieving near-full-precision accuracy with roughly 4-bit storage and integer-friendly MACs.