Topics / Dynamical Systems
Weekly issue
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.
- 1Reinforcement 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.
- 2Long-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 $m\leq e^{\alpha n}$.
- 3Spectral Dynamics and Fuglede--Kadison Determinants for Wreath Products
We investigate connections between operator spectra, complex dynamics, and determinants for wreath product groups.
- 4Fractal 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.
- 5Schrodinger 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.
Get papers like these the day they come out, not a week later.
Follow this category- 6Stability 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.
- 7Existence 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.
- 8Brain-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.
- 9
- 10Strong 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.
- 11Generative 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.
- 12Antidiagonal 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.
- 13Stability 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.
- 14Hereditary 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.
- 15Lyapunov 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.
- 16
- 17Exponential Deviations and Hölder Continuity for Moving-Law Mixed Cocycles
We study mixed random-quasiperiodic cocycles whose one-step laws evolve along an ergodic environment.
- 18Delay-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.
- 19Natural 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.
- 20