PINNs: Neural Networks Learn to Respect the Laws of Physics!
Analysis
Key Takeaways
“You throw a ball up (or at an angle), and note down the height of the ball at different points of time.”
Aggregated news, research, and updates specifically regarding physics. Auto-curated by our AI Engine.
“You throw a ball up (or at an angle), and note down the height of the ball at different points of time.”
“By embedding the Riemannian metric tensor into the automatic differentiation graph, our architecture analytically reconstructs the Laplace-Beltrami operator, decoupling solution complexity from geometric discretization.”
“近年、Graph Neural Network(GNN)は推薦・化学・知識グラフなど様々な分野で使われていますが、2020年に DeepMind が提案した MeshGraphNets(MGN) は、その中でも特に”
“The article's focus is on optical pumping and laser slowing of a heavy molecule.”
“The research focuses on photon echoes in uniaxially stressed germanium with antimony donors.”
“The article's context indicates the toolkit is related to PTA observations.”
“The context provided suggests that the article is published on ArXiv, a pre-print server for scientific research.”
“The research paper explores the absence of symmetric simple conformal boundary conditions.”
“The article's context revolves around simulations of facular magnetic fields on cool stars.”
“The article's focus is on utilizing high-pT physics and data to constrain η/s.”
“The study focuses on the origin of sinusoidal brightness variations in F to O-type stars.”
“The context provided suggests the article is about radio supernovae.”
“The context mentions the article's source is ArXiv, indicating a pre-print publication.”
“The article is sourced from ArXiv.”
“The article focuses on shell corrections, pairing, and orbital-angular-momentum in relation to alpha-decay half-lives.”
“The article's topic is the classification and stability of black hole event horizon births.”
“The article is sourced from ArXiv.”
“The study focuses on the transient ionization dynamics and mode-coupling mechanisms of helicon discharge.”
“The study focuses on Dihadron Transverse-Spin Asymmetries in Muon-Deuteron Deep-Inelastic Scattering.”
“The article focuses on single-pulse insights from PSR J1857+0943.”
“The article is sourced from ArXiv, indicating it is a pre-print submission.”
“The context mentions the source as ArXiv, indicating a pre-print research paper.”
“The research is based on an ArXiv publication.”
“GaDE leverages GPU acceleration for the time-dependent Dirac equation.”
“The research focuses on Kaon T-even transverse-momentum-dependent distributions and form factors.”
“Local well-posedness of the skew mean curvature flow for large data.”
“Insights into fission asymmetric modes.”
“The article's context indicates the study uses (2+1)-flavor lattice QCD.”
“The research focuses on the M31 UCXB-1 system.”
“The article focuses on explicit analytic functions defining the images of wave-front singularities.”
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