What question did this study set out to answer?

The research aims to resolve the cosmological constant problem using a quantum information network.

February 11, 2026Open Access

he SYK TENSOR Quantum Information Network (QIN): Resolution of the Cosmological Constant Problem and Dark Energy via Finite-Capacity Chaotic Qubit Substrate, Scrambling Backreaction, and Soft Regulated UV Finiteness (Empirically Validated with Large Scale Statistics and Exact 1/N² Derivation)

Key Points

The research aims to resolve the cosmological constant problem using a quantum information network.
Developed the SYK TENSOR Quantum Information Network (QIN) with chaotic Majorana qubits.
Utilized random all-to-all SYK interactions for system stability and holographic tensor network error correction.
Applied Gaussian form factors for soft regulation of instability coefficients.
Achieved a tiny positive cosmological constant from finite-size corrections to scrambling saturation.
Predicted the observed dark energy density without fine-tuning by setting specific global qubit numbers.

Abstract

The cosmological constant problem why the observed dark energy density is Λobserved ≈10−120 in Planck units rather than ∼ O(1) is resolved naturally and completely within theSYK TENSOR Quantum Information Network (QIN). Reality emerges from a discrete, finitecapacity substrate of maximally chaotic Majorana qubits governed by random all-to-all SYKinteractions, stabilized by holographic tensor network error correction, and softly regulated withGaussian form factors (stability coefficient γ ≈ 1.0–1.2). Naive vacuum energy contributions areexponentially suppressed by finite global qubit number N, yielding ρvac ∼ exp(−cN) ≪ 10−120.A tiny positive residual cosmological constant Λ ≈ λ2L/N2 emerges directly from finite-sizecorrections to OTOC scrambling saturation. Setting N ≈ 10120–10122 reproduces Λobservedexactly without fine tuning

he SYK TENSOR Quantum Information Network (QIN): Resolution of the Cosmological Constant Problem and Dark Energy via Finite-Capacity Chaotic Qubit Substrate, Scrambling Backreaction, and Soft Regulated UV Finiteness (Empirically Validated with Large Scale Statistics and Exact 1/N² Derivation)

Key Points

Abstract

Cite This Study