Abstract We determine where stream carbon dioxide (CO2 ${\text{CO}}_{2}$) comes from by developing a model for the joint estimation of stream metabolism, oxygen‐carbon (O‐C) stoichiometry, and fluxes of dissolved inorganic carbon (DIC), based on observations of stream oxygen (O2 ${\mathrm{O}}_{2}$) and CO2 ${\text{CO}}_{2}$ concentrations. The model is
Jacob S. Diamond, E. Bertuzzo
wiley +1 more source
Unification of Symmetries Inside Neural Networks: Transformer, Feedforward and Neural ODE [PDF]
Understanding the inner workings of neural networks, including transformers, remains one of the most challenging puzzles in machine learning. This study introduces a novel approach by applying the principles of gauge symmetries, a key concept in physics, to neural network architectures. By regarding model functions as physical observables, we find that
arxiv
ABSTRACT Artificial intelligence (AI) is driving innovation in clinical pharmacology and translational science with tools to advance drug development, clinical trials, and patient care. This review summarizes the key takeaways from the AI preconference at the American Society for Clinical Pharmacology and Therapeutics (ASCPT) 2024 Annual Meeting in ...
Mohamed H. Shahin+15 more
wiley +1 more source
AI Safety for Physical Infrastructures: A Collaborative and Interdisciplinary Approach
ABSTRACT Where AI systems are increasingly and rapidly impacting engineering, science, and our daily lives, progress in AI safety for physical infrastructures is lagging. Most of the research and educational programs on AI safety do not consider that, in today's connected world, safety and security in physical infrastructures are increasingly entangled.
Fariborz Farahmand, Richard W. Neu
wiley +1 more source
Measure‐valued processes for energy markets
Abstract We introduce a framework that allows to employ (non‐negative) measure‐valued processes for energy market modeling, in particular for electricity and gas futures. Interpreting the process' spatial structure as time to maturity, we show how the Heath–Jarrow–Morton approach can be translated to this framework, thus guaranteeing arbitrage free ...
Christa Cuchiero+3 more
wiley +1 more source
A theoretical stability of mixed convection 3D Sutterby nanofluid flow due to bidirectional stretching surface. [PDF]
Yasmin H+4 more
europepmc +1 more source
Description of chemical systems by means of response functions. [PDF]
Franco E, Kepka B, Velázquez JJL.
europepmc +1 more source
A novel hybrid framework for efficient higher order ODE solvers using neural networks and block methods. [PDF]
Murugesh V+7 more
europepmc +1 more source
Invariant solutions, lie symmetry analysis, bifurcations and nonlinear dynamics of the Kraenkel-Manna-Merle system with and without damping effect. [PDF]
Aldwoah K+5 more
europepmc +1 more source
Applying fractional calculus to malware spread: A fractal-based approach to threat analysis. [PDF]
Razi N+5 more
europepmc +1 more source