This collection explores the fundamental physics concepts that govern how matter and energy interact across the universe. From the invisible forces shaping our daily lives to the complex mechanics driving cosmic phenomena, these studies reveal the underlying rules of reality. Here, we translate cutting-edge research into insights anyone can understand, bridging the gap between abstract theory and tangible discovery.

Every new preprint in this category originates from arXiv, where researchers first share their latest findings with the global community. At Gist.Science, we process each of these submissions to provide both detailed technical summaries and clear, plain-language explanations. This dual approach ensures that whether you are a seasoned physicist or a curious learner, you can grasp the significance of every breakthrough without getting lost in dense equations.

Below are the latest papers in Class-Ph, freshly processed and ready for you to explore.

From Kepler to Newton: Inductive Biases Guide Learned World Models in Transformers

This paper demonstrates that by introducing three minimal inductive biases—spatial smoothness, stability, and temporal locality—generic Transformers can evolve from mere curve-fitters into agents capable of discovering fundamental physical laws like Newtonian forces, thereby bridging the gap between high predictive accuracy and true causal understanding.

Ziming Liu, Sophia Sanborn, Surya Ganguli, Andreas Tolias2026-02-09🤖 cs.AI

On the commutation of variation and differentiation in nonholonomic Systems: A Chetaev-based approach

This paper resolves the tension between d'Alembert-Lagrange and integral variational approaches in nonholonomic mechanics by demonstrating that the commutation of variation and differentiation is generally incompatible with Chetaev's principle unless specific geometric conditions are met, while revealing that dynamic consistency can emerge as a collective phenomenon where interactions between multiple non-integrable constraints cancel out deviations from holonomy.

Federico Talamucci2026-02-05🔢 math-ph