“…Here x ∈ R d represents the state variable, {v i } k i=1 are directional variables, β, γ > 0 are relaxation parameters, F (x) : R d → R d represents the force generated from the energy E(x) by F (x) = −∇E(x) and J(x) is the negative Hessian of E(x), i.e., J(x) = −∇ 2 E(x). This high-index saddle dynamics could be further combined with the downward and upward algorithms [42] to construct solution landscapes of complex systems, the pathway map consisting of all stationary points and their connections [36], that arises several successful applications [13,14,24,30,38,40,41,44,45,48,49,51].…”