“"These models are getting better and better every day. And their similarity to the brain [or brain regions] is also getting better,"”

“Google DeepMind CEO suggests China's AI models are only a few months behind the US, showing the rapid global convergence.”

“Jimo AI encourages creators to embrace real experiences, transforming them into a driving force for AI evolution and creative expression.”

“AI healthcare is evolving from 'information indexing' to 'service delivery,' and a handover of the human health baton is quietly underway.”

“Approximately 89% of trials converged, supporting the theoretical prediction that transparency auditing acts as a contraction operator within the composite validation mapping.”

“Seeded topic modeling, integration with LLMs, and training on summarized data are the fresh parts of the NLP toolkit.”

“Converge Bio raised $25 million in a Series A led by Bessemer Venture Partners, with additional backing from executives at Meta, OpenAI, and Wiz.”

“Cannot provide quote as the article content is only provided as a URL.”

“Synthetic data generation relevance for interactive 3D environments.”

“The key methodological innovation is that orthogonal complement projections completely eliminate cross-modal interference when estimating each loading space.”

“The paper shows that the generalization error of DGFMs tends to zero as the number of neurons and the training time tend to infinity.”

“The paper develops a general convergence analysis based on a reformulation of the operators by means of a fixed-point equation, providing a list of hypotheses related to the regularization properties of the equation and the convergence of the chosen approximation techniques on suitable subspaces.”

“MSACL achieves exponential stability and rapid convergence under simple rewards, while exhibiting significant robustness to uncertainties and generalization to unseen trajectories.”

“The method effectively suppresses spectral pollution and resolves closely spaced spectral components.”

“The paper argues that vibe coding is best understood as interface flattening, a reconfiguration in which previously distinct modalities (GUI, CLI, and API) appear to converge into a single conversational surface, even as the underlying chain of translation from intention to machinic effect lengthens and thickens.”

“The tracking of multiple, unknown targets is formulated as a harmonic extension problem on a cellular sheaf, accommodating nonlinear dynamics and external disturbances for all agents.”

“The paper demonstrates a continuum of collisions between hydrodynamic modes at complex wavevector for dispersion relations with a branch point at the origin.”

“The paper provides the first convergence guarantee for Optimistic Multiplicative Weights Update (OMWU) in NLHF, showing that it achieves last-iterate linear convergence after a burn-in phase whenever an NE with full support exists.”

“The paper proves that the rescaled process of click times of the tournament ratchet converges as N→∞ to a Poisson process.”

“For any Feller's Brownian motion that is not purely driven by jumps at the boundary, we construct a sequence of boundary random walks whose appropriately rescaled processes converge weakly to the given Feller's Brownian motion.”

“Under mild assumptions, the sequence generated by the proposed algorithm is bounded and each of its cluster points is a stationary solution.”

“The paper focuses on modifying the damping and shifting schemes used in the original CFFT formulation to reduce boundary errors and improve accuracy and convergence.”

“Even random movement of a fraction of users can significantly boost performance.”

“MP-Jacobi couples min-sum message passing with Jacobi block updates, enabling parallel updates and single-hop communication.”

“The paper presents the first resource-adaptive distributed bilevel optimization framework with a second-order free hypergradient estimator.”

“The resulting formulation is based on a 4D Hodge-Laplacian operator with a spatiotemporal diffusion tensor and convection field, augmented by a small temporal perturbation to ensure nondegeneracy.”

“The paper establishes error bounds for the reconstructed solution and the source term without requiring classical source conditions, and derives an expected convergence rate for the source error in a weaker topology.”

“Solutions are attracted toward the unique invariant probability measure at polynomial rates of arbitrary order.”

“The discovered accelerator, featuring second differences and cross-product terms, achieved over 75 percent success rate in improving convergence compared to raw sequences.”

“The paper claims "significant superiority" and "faster convergence, enhanced training stability, and improved robustness to noise interference" compared to conventional optimization algorithms.”

“The paper develops the first algorithm that achieves exact convergence using only time-varying row-stochastic matrices.”

“Simple sufficient conditions are given that ensure the uniform continuity in distribution for Borel transformations of random fields.”

“The paper provides quantitative estimates on propagation of chaos for the deterministic case, showing an improved convergence rate.”

“The paper demonstrates that implicit score matching achieves the same rates of convergence as denoising score matching and allows for Hessian estimation without the curse of dimensionality.”

“The paper initiates the study of these processes, state some theorems and several intriguing conjectures found by computations of the finite Markov chain.”

“OptiVote integrates sign stochastic gradient descent (signSGD) with a majority-vote (MV) aggregation principle and pulse-position modulation (PPM), where each satellite conveys local gradient signs by activating orthogonal PPM time slots.”

“The rescaled Hitchin metric converges, in the semiclassical limit, to the hyperkähler metric on the hyperpolygon space.”

“LoongFlow outperforms leading baselines (e.g., OpenEvolve, ShinkaEvolve) by up to 60% in evolutionary efficiency while discovering superior solutions.”

“The algorithm exhibits an iteration complexity that matches the best known complexity result for obtaining an (ε₁,ε₂,0)-stationary point when h is Lipschitz.”

“The paper derives least squares estimators for the drift, diffusion, and jump-diffusion coefficients and establishes their asymptotic rate of convergence.”

“The paper claims an enhanced convergence rate of order $\mathcal{O}(h)$ in the $L^2$-Wasserstein distance, significantly improving the existing order-half convergence.”

“The paper introduces stationary-reweighted soft FQI, which reweights each regression update using the stationary distribution of the current policy. It proves local linear convergence under function approximation with geometrically damped weight-estimation errors.”

“The paper establishes upper bounds on the suboptimality gap in both offline and online settings for private and robust alignment.”

“The proposed preconditioners significantly accelerate the convergence of iterative solvers compared to existing methods.”

“The results confirm the high-order accuracy of the model through convergence studies and demonstrate a substantial speed-up over low-order numerical schemes.”

“The paper proposes I-PERI, a novel federated algorithm that first recovers the CPDAG of the union of client graphs and then orients additional edges by exploiting structural differences induced by interventions across clients.”

“CreativeDC achieves significantly higher diversity and novelty compared to baselines while maintaining high utility.”

“The algorithm consistently achieves lower error than the fluid-based method, and even one order of magnitude lower in a fusion-relevant test case. Moreover, the algorithm exhibits a significant speedup compared to the reference kinetic MC method.”

“FRoD matches full model fine-tuning in accuracy, while using only 1.72% of trainable parameters under identical training budgets.”

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