“You throw a ball up (or at an angle), and note down the height of the ball at different points of time.”

“The proposed approach leverages the analytical solution for linear vibration of system's modes so that physical parameters of a system remain easily accessible after the training without the need for a parameter encoder in the model architecture.”

“OmniNeuro is decoder-agnostic, acting as an essential interpretability layer for any state-of-the-art architecture.”

“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 dynamics become effectively Haar-random well before the system can ergodically explore the physically accessible Hilbert space.”

“The paper establishes a complete classification for fermionic symmetry protected topological phases (FSPT) with purely discrete internal symmetries, which determines the crystalline case via the crystalline equivalence principle.”

“FineTec achieves top-1 accuracies of 89.1% and 78.1% on the challenging Gym99-severe and Gym288-severe settings, respectively, demonstrating its robustness and generalizability.”

“The predicted melting temperature of 6225 K at 330 GPa.”

“The paper identifies physical theories as least fixed points of admissibility constraints derived from Galois connections.”

“The paper demonstrates conformal multiplet structure together with the hallmark of emergent spacetime supersymmetry through characteristic relations between fermionic and bosonic operators.”

“The paper formulates the covariant hydrodynamics equations as an intersection problem on an infinite dimensional symplectic manifold associated with spacetime.”

“The paper derives bilinear tau forms of the canonically quantized Painlevé equations, relating them to those previously obtained from the $\mathbb{C}^2/\mathbb{Z}_2$ blowup relations.”

“The mechanism amplifies the curvature power spectrum on small scales without introducing any feature in the potential, leading to the formation of asteroid-mass PBHs.”

“The paper determines the minimal finite gauge group K of anomalous G-symmetric TQFTs that can match the fermionic anomaly via the symmetry-extension construction.”

“The paper reveals a quantum critical point across which the Kondo effect goes from being destroyed to dominating.”

“The paper constructs a general effective field theory (EFT) framework for neutrino-dark matter (DM) interactions and systematically finds all possible gauge-invariant ultraviolet (UV) completions.”

“The model solves the strong CP problem without the axion and generates fermion masses via a universal seesaw mechanism.”

“The paper demonstrates that the most general inertial transformation which further preserves the speed of light in all directions is, however, still affine linear.”

“The paper derives the counting DRM, the effective area, and the flash effective area from the counting DRF.”

“The paper highlights that the right-handed scale (vR) is excluded up to 2x10^9 GeV based on the diphoton coupling of H3, and future experiments could probe up to 5x10^9 GeV (muon experiments) and 6x10^11 GeV (supernova observations).”

“The paper identifies two distinct topological phases: an SPT phase at half filling stabilized by positive parity coupling, and a topological phase at unit filling stabilized by negative coupling.”

“The paper presents a computer algebra package for efficiently computing Poisson brackets and reconstructing constraint algebras.”

“The paper shows that non-planar diagrams, specifically MHV diagrams, can be represented by pseudo-positive geometries in the Grassmannian G(2,n).”

“The authors' method enables simulations of bosonic quantum mixtures with substantially larger bond dimensions than previous works.”

“The results indicate that both the global monopole charge and Lorentz-violating parameters significantly influence the photon sphere, lensing observables, and shadow morphology, potentially providing observational signatures for testing bumblebee gravity in the strong-field regime.”

“The gradient expansion includes an unexpected zeroth order term depending on the differences between thermo-hydrodynamic fields at the decoupling and the initial hypersurface. This term encodes a memory of the initial state...”

“The paper proposes a new interpretation of the algebra of line operators in this theory as a tensor product of vector representations of a quantum toroidal algebra.”

“PhysTalk is the first framework to couple 3DGS directly with a physics simulator without relying on time consuming mesh extraction.”

“All the leading singularities of (sub-maximally or) non-supersymmetric theories can be organized into `generalized' superfunctions, in terms of which all helicity components can be effectively encoded.”

“The L-PT phase transition point is typically a critical exceptional point, where multiple collective excitation modes with zero excitation spectrum coalesce.”

“The bursts exhibit significant morphological diversity, including multiple sub-bursts, downward frequency drifts, and intrinsic widths ranging from 1.032 - 32.159 ms.”

“The conditional entropy or code length in many cases continues to decrease with context length at least to $N\sim 10^4$ characters, implying that there are direct dependencies or interactions across these distances.”

“The paper proves a fully nonlinear, saturable lower bound valid for arbitrary current vectors Δq: D_bath ≥ B(Δq,V,V'), where the bound depends only on the transported-charge signal Δq and the pre/post collision covariance matrices V and V'.”

“The paper constructs solitary waves in Dirac--Klein--Gordon (in one and three spatial dimensions) and studies the dependence of energy and charge on $ω$.”

“Near the lasing threshold, we achieve a 475-fold enhancement in optical contrast and a 180-fold improvement in magnetic sensitivity compared with a conventional single-pass geometry.”

“The formation of secondary and tertiary vortices coincides with transient increases in kinetic energy, a behavior absent in the Newtonian case.”

“The method, which is general, numerically exact, and computationally not intensive, can easily be generalised to relativistic systems.”

“We find no significant peak in the periodogram of those bursts.”

“The paper focuses on the in-medium electromagnetic form factor, distribution amplitude, and the parton distribution function of the pion.”

“Holographic descriptions allow access to the full non-equilibrium dynamics at strong coupling.”

“The core challenge lies in the multiscale nature of LyC escape: ionizing photons are generated on scales of 1--100 pc in super star clusters but must traverse the circumgalactic medium which can extend beyond 100 kpc.”

“The nonlinear coefficient λ provides accurate control of this periodicity: a positive λ stretches the region, while a negative λ compresses it.”

“The holographic duals are ''bubbling wormhole'' geometries: multi-covers of AdS$_5$ $ imes S^5$ whose conformal boundary consists of multiple four-spheres intersecting on a common circle.”

“The paper identifies an anomalous glassy regime where relaxation times are orders of magnitude faster than predicted, and shows that dynamics are partly accelerated by laser light absorption. The 'time-length scale superposition principle' is a key finding.”

“The electron energy spectrum exhibits a clear signature of the quantum coherence and sensitivity to the transition frequency of the emitter.”

“The consistent value for the Hagedorn temperature, $T_{ m H} \simeq 0.34\, ext{GeV}$, for both mesons and baryons.”

“Each such variety is irreducible and admits a rational parametrization. The assignment is functorial: algebra quotients correspond to monomial maps among the varieties.”

“The regularized local markers eliminate the obstructive boundary irregularities successfully, and give rise to the desired global topological invariants such as the Chern number consistently when integrated over all the lattice sites.”

“For heavy scalar masses between 500 GeV and 1 TeV, we find that Br($H\to hh$)/ Br($H\to ZZ)\approx 9.5.”