WebProceedings of the 39th International Conference on Machine Learning, PMLR 162:12901-12916, 2024. In mathematics, the polylogarithm (also known as Jonquière's function, for Alfred Jonquière) is a special function Lis(z) of order s and argument z. Only for special values of s does the polylogarithm reduce to an elementary function such as the natural logarithm or a rational function. In quantum statistics, the … See more In the case where the order $${\displaystyle s}$$ is an integer, it will be represented by $${\displaystyle s=n}$$ (or $${\displaystyle s=-n}$$ when negative). It is often convenient to define Depending on the … See more • For z = 1, the polylogarithm reduces to the Riemann zeta function Li s ⁡ ( 1 ) = ζ ( s ) ( Re ⁡ ( s ) > 1 ) . {\displaystyle \operatorname {Li} … See more Any of the following integral representations furnishes the analytic continuation of the polylogarithm beyond the circle of convergence z = 1 of the defining power series. See more The dilogarithm is the polylogarithm of order s = 2. An alternate integral expression of the dilogarithm for arbitrary complex argument z … See more For particular cases, the polylogarithm may be expressed in terms of other functions (see below). Particular values for the polylogarithm may thus also be found as particular values of these other functions. 1. For … See more 1. As noted under integral representations above, the Bose–Einstein integral representation of the polylogarithm may be extended to … See more For z ≫ 1, the polylogarithm can be expanded into asymptotic series in terms of ln(−z): where B2k are the Bernoulli numbers. Both versions hold for all s and for any arg(z). As usual, the summation should be terminated when the … See more

Witnesses for Boolean matrix multiplication and for shortest paths …

WebWe give an overview of the representation and many connections between integrals of products of polylogarithmic functions and Euler sums. We shall consider polylogarithmic functions with linear, quadratic, and trigonometric arguments, thereby producing new results and further reinforcing the well-known connection between Euler sums and … WebJan 27, 2024 · Nonconvex optimization with great demand of fast solvers is ubiquitous in modern machine learning. This paper studies two simple accelerated gradient methods, … cookies by design northport ny

A Simpler Approach to Matrix Completion - Journal of Machine …

WebThe Oenotation hides polylogarithmic factors. successful preconditioning is used. The true performance of an algorithm using preconditioning will fall somewhere between the two cases. The runtime of both the classical and quantum algo-rithms depends on the Sobolev ‘-seminorm and Sobolev WebIn mathematics, a polylogarithmic function in n is a polynomial in the logarithm of n, (⁡) + (⁡) + + (⁡) +.The notation log k n is often used as a shorthand for (log n) k, analogous to sin 2 θ … WebWe analyze the bit complexity of efficient algorithms for fundamental optimization problems, such as linear regression, -norm regression, and linear programming (LP). State-of-the-art algorithms are iterative, and in terms of the number of arithmetic operations, they match the current time complexity of multiplying two -by- matrices (up to polylogarithmic factors). … cookies by design newton ma