Evolution of Physical Intelligence Across Scales
By following the evolution of physical intelligence across scales, this article shows how intelligence arises from materials, structures, physical interactions, and collectives. It establishes physical intelligence as the evolutionary foundation upon which embodied intelligence is built.
Ke Liu +7 more
wiley +1 more source
Automatic Item Generation Measurement Models Respecting the Stochastic Sampling Space for Cross-Classified and Two-Level Sampling of Subjects and Incidentals. [PDF]
Jahn P, Jendryczko D, Nussbeck FW.
europepmc +1 more source
A Unifying Approach to Self‐Organizing Systems Interacting via Conservation Laws
The article develops a unified way to model and analyze self‐organizing systems whose interactions are constrained by conservation laws. It represents physical/biological/engineered networks as graphs and builds projection operators (from incidence/cycle structure) that enforce those constraints and decompose network variables into constrained versus ...
F. Barrows +7 more
wiley +1 more source
Community Composition, Assembly Processes and Stability of Microeukaryotic Plankton in Response to Damming-Altered Heterogeneous Hydrology in a Sediment-Laden River. [PDF]
Yuan H +8 more
europepmc +1 more source
Harnessing Machine Learning to Understand and Design Disordered Solids
This review maps the dynamic evolution of machine learning in disordered solids, from structural representations to generative modeling. It explores how deep learning and model explainability transform property prediction into profound physical insight.
Muchen Wang, Yue Fan
wiley +1 more source
A hierarchical fusion framework for vehicle to grid energy management using predictive intelligence and learning based pricing. [PDF]
Nandagopal V +5 more
europepmc +1 more source
This article outlines how artificial intelligence could reshape the design of next‐generation transistors as traditional scaling reaches its limits. It discusses emerging roles of machine learning across materials selection, device modeling, and fabrication processes, and highlights hierarchical reinforcement learning as a promising framework for ...
Shoubhanik Nath +4 more
wiley +1 more source
Stability control of suspended monorail vehicles based on PID and quadratic programming allocation. [PDF]
Jiang Y, Wang D, Chen R, Wang Q, Du Z.
europepmc +1 more source
Life as Counterfactual Geometry: An Adversarial Theory of Biological Function. [PDF]
Buzea CG +7 more
europepmc +1 more source
Dynamic properties of an SARS-CoV-2 epidemic model via stochastic PINNs. [PDF]
Xie L, Yang J, Li Z.
europepmc +1 more source

