mlsanityData to 14 Oct 2026

The finite-horizon five-expert prediction problem

arXiv 2609.38035 ↗First posted 29 Sep 2026math.AP cs.GT cs.LGcited by 1

Not on the map. Why?

Abstract (arXiv)

We give an explicit solution to the five expert prediction with expert advice partial differential equation (PDE) in the finite-time horizon setting. The solution formula establishes that the adversary's rank strategy (1,0,1,0,0) is globally optimal, and the COMB strategy (1,0,1,0,1) is optimal exactly on the set where x1=x2 and x3=x4. The formula is derived from the solution of the geometric-stopping problem given in our companion paper through the transform principle of Bayraktar, Ekren and Zhang, which links the two problems by a Laplace transform. Inverting the transform term by term expresses the solution through a series of Gaussian and complementary error function kernels. The optimality of (1,0,1,0,0) is reduced to the signs of 41 one-variable Gaussian series, which are certified with computer assistance by Poisson summation, first-mode domination and interval arithmetic on 1616 rational cells. The proofs of our main theorems, certificates included, are also formalized in the Lean proof assistant.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 3 of its 14 references that are in the map. First posted on arXiv 29 Sep 2026.

Builds on

3 of 14 references.

References · 3

  1. 2019Experimental Evidence for Asymptotic Non-Optimality of Comb Adversary Strategycited by 6
  2. 2026An explicit solution of the five-expert prediction PDE and the exact optimality set of COMBcited by 3
  3. 2026Prediction with Five Experts and Geometric Stopping: A Probabilistic Construction and Analytic Verificationcited by 3

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2026: 1.

1 paper.