New year, new research program: learning from a dynamical systems perspective, with @shai_s_shwartz and Nati Srebro. @Princeton students — this will be a major focus of COS 511!

Universal Biology by Professor Kunihiko Kaneko This multidisciplinary book explores the fundamental nature of dynamical living systems and the physical principles they are based upon. 📚 https://t.co/gfq2XHpObv #BioPhysics

Tailoring Dynamical Quantum Phase Transitions via Double-Mode Squeezing Manipulation Kaiyuan Cao, Haodong Wang, Xiang-Ping Jiang, Shu chen, Jian Wang https://t.co/re18SOwdp1 [𝚚𝚞𝚊𝚗𝚝-𝚙𝚑 𝚌𝚘𝚗𝚍-𝚖𝚊𝚝.𝚚𝚞𝚊𝚗𝚝-𝚐𝚊𝚜]

#Oceanography #AGUpubs : Sensitivity of Dynamical Downscaling in the Northern Adriatic Sea https://t.co/wSCR5yuEjz

ReSU: A novel biologically inspired computational primitive for dynamical data. Now at AAAI board 489

Found a gem for the GP & Causal Inference crowd at #AAAI2026! 💎 'CaDyT'—a new framework for Causal Structure Learning in Dynamical Systems. It cleverly uses GP to model continuous-time dynamics from irregularly sampled data, using an MDL score to find causal graph.@RealAAAI

We are honored to welcome Prof. Dr. Jim Freericks as a Session Chair for Applied Physics (S3) at #IOCSYM2026! 🏆 🧲 McDevitt Chair in Physics ⚙️ Pioneer in dynamical mean-field theory & nonequilibrium physics A visionary leader for the session! 🔗 https://t.co/CAPmJwhtHu

Dynamical Evidence for a Billion Solar Mass Black Hole in Galaxy NGC 4061 from ALMA ¹²CO(2-1) Kinematics Dieu D. Nguyen, Long Q. T. Nguyen, Elena Gallo, Hai N. Ngo, Que T. Le, Fabio Pacucci, Tinh Q. T. Le, Tuan N. Le, Tien H. T. Ho https://t.co/TeW2LfFdp7 [𝚊𝚜𝚝𝚛𝚘-𝚙𝚑.𝙶𝙰]

Dynamical and observational properties of weakly Proca-charged black holes Abylaikhan Tlemissov, Arman Tursunov, Jiří Kovář, Zdeněk Stuchlík https://t.co/AbNPZ6lUBl [𝚐𝚛-𝚚𝚌 𝚊𝚜𝚝𝚛𝚘-𝚙𝚑.𝙷𝙴]

Stanford's Introduction to Linear Dynamical Systems by Stephen Boyd Lecture notes: https://t.co/ikzBwCzrcI

Move over ReLU 🚀 Meet ReSU (Rectified Spectral Unit): a biologically inspired, self-supervised unit for learning from dynamical data. A backprop-free multilayer ReSU network learns predictive features and recapitulates Drosophila vision. To appear at AAAI: https://t.co/G9kDVO2Cmy

In 1905, both Poincaré and Einstein worked on the principle of relativity, but with different foundations. Poincaré developed a mathematical, dynamical theory that retained the ether and treated length contraction as a real effect of motion through it. He did not fully abandon

Introducing OscNet: A JAX library for oscillatory neural networks and dynamical systems: https://t.co/25gEuyCRhV Quickly build & train neural nets based on oscillatory dynamics: coupled oscillator nets, continuous-time neural nets & other dynamical systems.

Aether Properties and the Speed of LIght. Maxwell derived the speed of light due to the Aether medium in the 1800's. "On Physical Lines of Force (1861–1862) and A Dynamical Theory of the Electromagnetic Field (1865), Maxwell modeled the luminiferous Aether as an elastic medium

Lecture notes: "What is nonequilibrium?" (by Christian Maes):

#genuary16 Prompt: Order and Disorder Dynamical System #genuary2026 #GENUARY

Not chasing flashy Millennium Prize claims—this is the quieter work of 'mathematical monks' building verified foundations. Working towards a fully machine-checked Lean formalization of @evamirandag and team's results on computational universality in dynamical systems:

it’s time a crazy girl like me became familiar with dynamical systems

Dynamical mass of a solar-like oscillator at the main-sequence turnoff from Gaia astrometry & ground-based spectroscopy P. G. Beck, T. Masseron, K. Pavlovski, D. Godoy-Rivera, S. Mathur, D. H. Grossmann, A. Hamy, … https://t.co/bMwS6Y5jTr [𝚊𝚜𝚝𝚛𝚘-𝚙𝚑.𝚂𝚁]