“Our estimator can be trained without computing the autocovariance kernels and it can be parallelized to provide the estimates much faster than existing approaches.”

“The paper presents an online variational inference framework to compute its approximation at each time step.”

“The paper introduces the orthant normal distribution in its general form and shows how it can be used to structure prior dependence in the Bayesian elastic net regression model.”

“The paper initiates the study of EF orientations, mostly under the lens of parameterized complexity, presenting various tractable cases, hardness results, and parameterizations.”

“The paper introduces an algorithm with guaranteed approximations considering some sets of weights for the operations.”

“The paper shows that the DLA dimension grows as $Θ(4^n)$ for weighted graphs (with continuous weight distributions) and almost all unweighted graphs, implying barren plateaus.”

“The framework provides a tractable and quantitative method for linking gene regulatory dynamics with epigenetic control, offering new theoretical insights into developmental processes and cell fate decisions.”

“The oscillations are instead *enhanced*, decaying much slower than in the PXP limit.”

“Any proper species sampling process can be written, at the prior level, as a finite mixture with a latent truncation variable and reweighted atoms, while preserving its distributional features exactly.”

“The paper's key finding is the development of a semiparametric framework for debiased inverse reinforcement learning that yields statistically efficient inference for a broad class of reward-dependent functionals.”

“The paper develops a general and computationally tractable framework for computing sharp bounds on the effects of counterfactual policies.”

“CRMS reduces latency by over 14% and improves energy efficiency compared with heuristic and search-based baselines.”

“The likelihood can be expressed in terms of small subgraphs.”

“The theory enables predictive design of bright, high-photon-number quantum states at tunable frequencies.”

“The paper shows how weak symmetries allow mapping the dynamics onto a classical Kinetic Monte Carlo, enabling efficient simulation.”

“The proposed compilation makes it possible to effectively use subgoaling heuristics to estimate goal distance in numeric planning problems involving control parameters.”

“Diffusion models offer a flexible framework for SBI tasks, addressing pain points of normalizing flows and offering robustness in non-ideal data conditions.”

“The paper develops a tractable inferential framework that avoids label enumeration and direct simulation of the latent state, exploiting a duality between the diffusion and a pure-death process on partitions.”

“The article's focus is on a specific mathematical model, suggesting a deep dive into the theoretical aspects of wave behavior under stochastic conditions. The 'reaction-diffusion' component implies the interplay of diffusion and local reactions, while the 'nonzero random drift' adds a layer of uncertainty and complexity.”

“To overcome this limitation, our framework requires only the computation of directional derivatives and a pre-basis for the Hilbert space domain.”

“Building on this insight, we propose a new nonparametric score-based GoF test through a special class of IPM induced by kernelized Stein's function class, called semiparametric kernelized Stein discrepancy (SKSD) test.”

“The article's focus on 'differentiable incentives' and 'guaranteed alignment' suggests a novel approach to multi-agent system design, potentially addressing key challenges in AI safety and cooperation.”

“”

“Without the actual article content, a specific quote cannot be provided. However, a relevant quote might discuss the information paradox, the holographic principle, or specific calculations within the AdS/CFT framework.”

“The article is based on a paper from ArXiv, which indicates it's likely a technical deep dive into model architectures or training techniques.”

“Given the limited context, no key fact is extractable.”

“Sam Altman has written that we are entering the Intelligence Age, a time when AI will help people become dramatically more capable. The biggest problems of today—across science, medicine, education, national defense—will no longer seem intractable, but will in fact be solvable. New horizons of possibility and prosperity will open up.”

“Before this, Go was considered to be an intractable game for computers to master, as its simple rules lay out an exponential number of variations in the board positions, many more than what in Chess.”

“Backpropagation is the key algorithm that makes training deep models computationally tractable.”