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IBIA:用于对配分函数进行近似推理的增量式构建 - 推理 - 近似框架【英文版】.pdf |
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英文标题:IBIA: An Incremental Build-Infer-Approximate Framework for Approximate Inference of Partition Function中文摘要:提出了一种基于 SCTF 的方法来计算概率图模型的配分函数,并通过算法的精确性和复杂度之间权衡进行逼近推断,旨在提高计算效率和准确性。英文摘要:Exact computation of the partition function is known to be intractable,necessitating approximate inference techniques. Existing methods forapproximate inference are slow to converge for many benchmarks. The control ofaccuracy-complexity trade-off is also non-trivial in many of these methods. Wepropose a novel incr
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