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Dynamical Systems Papers of the Week

The 20 most important new Dynamical Systems papers of the past week, ranked by potential impact. A new issue comes out every Monday, covering the previous Monday-to-Sunday week.

Nov 2 - 8, 2026 · Updated · Category: Dynamical Systems (arXiv math.DS)

  1. 1
    Reinforcement Learning Control of Nonlinear Dynamical Systems: A Dynamics-Oriented Scoping Review

    However, existing reviews usually organise the literature by algorithm category or application scenario, making it difficult to explain both the behavior ultimately produced by the system and the logic through which the controller achieves its objectives. This scoping review aims to map the distribution and thematic structure of the literature on reinforcement learning-based control of nonlinear dynamical systems, from 2021 to 2026.

  2. 2
    Long-time Stochasticity for Periodic Iterations of Random Surface Maps

    For each $n$, choose $\omega_1,\ldots,\omega_n$ independently according to these probabilities and set $F=f_{\omega_n}\circ\cdots\circ f_{\omega_1}$. We prove that there exists $\alpha>0$ such that, with probability at least $1-e^{-\alpha n}$, the correlations of any two Hölder observables $\phi,\psi$ under $F^m$ are bounded by $e^{-\alpha n}\|\phi\|_{C^\beta}\|\psi\|_{C^\beta}$, for all $m\leq e^{\alpha n}$.

  3. 3
    Spectral Dynamics and Fuglede--Kadison Determinants for Wreath Products

    We investigate connections between operator spectra, complex dynamics, and determinants for wreath product groups.

  4. 4
    Fractal Basin Geometry and The Limits to Predictability and Reproducibility in Deep Learning

    Here we propose riddled basin geometry as a unifying dynamical systems mechanism: every initialization leading to one solution lies arbitrarily close to initializations leading to different solutions, forming a fat fractal with structure at arbitrarily fine scales.

  5. 5
    Schrodinger Group Along The Horocycles and Egorov's Theorem on Compact Hyperbolic Surfaces

    In this paper, we study Egorov's theorem for Laplacian eigenfunctions on compact hyperbolic surfaces in Zelditch's quantization.

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  1. 6
    Stability Switches Induced By Cross-Immunity in A Virus Competition Model with Time Delay Calibrated with Wastewater Data

    We consider the competitive dynamics of two viral strains using compartmental epidemiological models that incorporate temporary cross-immunity with a discrete time delay, and are calibrated using wastewater surveillance data.

  2. 7
    Existence of Diffusion-driven Instability and Hopf Bifurcation in A Spatio-temporal Predator–Prey System

    This study presents a comprehensive dynamical analysis of a ratio-dependent reaction–diffusion prey–predator model, with an emphasis on nonlinear oscillatory behavior and the evolution of spatiotemporal patterns.

  3. 8
    Brain-body Dynamics Are Asymmetric and Stable Across Cognitive States

    Here, we used a multivariate dynamical systems approach to analyze simultaneously recorded neural activity, autonomic physiology, and behavior during rest and during attentive and distracted listening to spoken narratives.

  4. 9
  5. 10
    Strong Borel-Cantelli Laws and Clusters of Visits for Random Intermittent Maps

    Near the neutral fixed point of an intermittent map, a single entrance into a small target can be followed by a long run of consecutive visits, so the number of visits need not follow its mean. We study targets $[0,u_n]$ for iid random compositions of Liverani-Saussol-Vaienti maps with a bounded parameter law that is regularly varying at its minimum $\alpha\in(0,1)$; this includes a single map.

  6. 11
    Generative SDEs with Trainable Diffusion and Density-Based Losses

    We develop a divergence-kernel method for jointly optimizing neural SDE drift and diffusion fields and the initial Gaussian distribution, using losses that depend directly on the terminal density.

  7. 12
    Antidiagonal and Square Averages for Amenable Groups

    We prove that, for commuting unitary representations $U,V$ of a countable amenable group $G$, the averages $$ D_F=\frac1{|F|}\sum_{g\in F}U_g^*V_g $$ have a common selfadjoint weak operator limit along all left and right \Folner{} sequences, with strong* convergence along two-sided sequences.

  8. 13
    Stability of Negative-regularity Mixing and Applications to Stochastic Fluids

    We consider mixing for a scalar advected by random vector fields, such as solutions to stochastic fluid equations.

  9. 14
    Hereditary Lowerability of Diagonal Entropy Scales

    For each integer $p\geq2$, we consider the upper capacity entropy scale obtained by dividing the $p$-fold logarithm of an orbit covering number by the $(p-1)$-fold logarithm of time.

  10. 15
    Lyapunov Spectrum, Harder--Narasimhan Filtration and Thin Monodromy

    We study the equality case of the inequalities between the Lyapunov spectrum and the Harder--Narasimhan slopes of a semi-simple local system with non-expanding cusp monodromy over a finite-area hyperbolic surface.

  11. 16
  12. 17
    Exponential Deviations and Hölder Continuity for Moving-Law Mixed Cocycles

    We study mixed random-quasiperiodic cocycles whose one-step laws evolve along an ergodic environment.

  13. 18
    Delay-induced Multirhythmicity in A 3-cell Inhibitory Network

    We conduct extensive two-parameter analyses of both the full and phase-reduced models, revealing rich multi-rhythmic dynamics and transitions among coexisting rhythmic states.

  14. 19
    Natural Expansiveness and Equilibrium States for Semiflows

    We introduce natural expansiveness, a notion of expansiveness for non-invertible dynamical systems which is defined by using the natural extension.

  15. 20