“If I learn DSA, HLD/LLD on my own, would it take a lot of time (one or more years) or could I be ready in a few months?”

“He shared how he pushes machines into “corners of [AI’s] training data,” where it’s forced to improvise and therefore give you outputs that are “not statistically average.””

“The first coding question relates parsing data, data transformations, getting statistics about the data. The second (ML) coding involves ML concepts, LLMs, and debugging.”

“この記事では、Amazonレビューのテキストデータを使って レビューがポジティブかネガティブかを分類する二値分類タスクを実装しました。”

“投資ポートフォリオ最適化は、金融工学の中でも非常にチャレンジングかつ実務的なテーマです。”

“The actual problem is that when you don't give ChatGPT enough constraints, it gravitates toward the statistical center of its training data.”

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

“The basic inequality upper bounds f(θ_T)-f(z) for any reference point z in terms of the accumulated step sizes and the distances between θ_0, θ_T, and z.”

“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 demonstrates that 'extreme-wave phenomena, often treated as deleterious fluctuations, can be harnessed as structural nonlinearity for scalable, energy-efficient neuromorphic photonic inference.'”

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

“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 interaction parameter is found to be consistent with zero, though small deviations from standard radiation scaling are allowed.”

“The model achieves 12% median relative error using discovered semantic features from multimodal listing data, substantially outperforming a GPT-5 baseline (38% error).”

“The paper demonstrates a proof-of-concept generative surrogate for reconstructing coherent turbulent dynamics between sparse snapshots.”

“No statistically significant evidence for postmerger echoes is found.”

“Temperature, chemical potential, and pressure arise as conjugate variables of a single information-theoretic functional.”

“The paper derives a third-order linear differential equation for the partition function, a key result.”

“The original study's claim of a 55% increase in click-through rate was found to be implausibly large, with high-powered replications showing negligible effects.”

“Findings suggest automated feedback functions are most suited as a supplement to human instruction, with conservative surface-level corrections proving more reliable than aggressive structural interventions for IELTS preparation contexts.”

“Sub-ensemble correlations are determined by the covariance operator, inducing a natural geometry in which statistical independence corresponds to orthogonality of the measurement functionals.”

“The paper introduces a general, model-agnostic training and inference framework for joint generative forecasting and shows how it enables assessment of forecast robustness and reliability using three complementary uncertainty quantification metrics.”

“The paper constructs a four-dimensional lattice-gas model with finite-range interactions that has non-periodic, ``quasicrystalline'' Gibbs states at low temperatures.”

“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.”

“A "pointy" limit set implies asymptotic dependence, offering practical geometric criteria for identifying extremal dependence classes.”

“The paper proves a central limit theorem for the Euclidean distance between two independent random vectors uniformly distributed on $l_p^n$-balls.”

“The paper finds that the mean of the first-passage probability may display a minimum as a function of bias strength, depending on the location of the initial and target sites relative to the focal point.”

“The proposed approach estimates study-specific sampling weights using auxiliary information and calibrates the estimating equations to obtain the full set of model parameters.”

“With a probability of about 0.5, there exists a brown dwarf in the immediate solar vicinity (< 1.2 pc).”

“The paper introduces a practical notion of quasi-ergodicity: ensembles prepared in a small angular patch at fixed purity rapidly spread to cover all directions, while the purity gradually decreases toward its minimal value.”

“The paper introduces and analyzes a class of discrete Gaussian free fields on Hamming graphs, where interactions are determined solely by the Hamming distance between vertices.”

“Paired seed evaluation design...induces matched realisations of stochastic components and strict variance reduction whenever outcomes are positively correlated at the seed level.”

“A goodness-of-fit test for the Zeta distribution with unknown parameter.”

“Random multiplexing achieves statistical fading-channel ergodicity for transmitted signals by constructing an equivalent input-isotropic channel matrix in the random transform domain.”

“RL-tuned models maintain more stable behavioral profiles and resist collapse in reasoning skills, whereas SFT models exhibit sharper drift and overfit to surface patterns.”

“The conductivity exhibits heavy-tailed fluctuations characterized by a power-law decay with exponent $α\approx 2.3$--$2.5$, indicating a finite mean but a divergent variance.”

“The paper introduces a quasi-maximum likelihood estimation (QMLE) framework, yielding consistent Wald and likelihood ratio test statistics.”

“MiniLM achieved the highest accuracy (87.58%) and RoBERTa-base achieved the highest ROC-AUC (95.42%).”

“The article's focus is on completing and studentising Spearman's correlation in the presence of ties.”

“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 formalizes LDA search as an optimal stopping problem and provides an adaptive stopping algorithm that yields a high-probability upper bound on the gains achievable from a continued search.”

“The dissertation develops new algorithmic principles and establishes fundamental limits for interactive learning along three dimensions: active learning with noisy data and rich model classes, sequential decision making with large action spaces, and model selection under partial feedback.”

“The article's abstract and introduction would provide specific details on the methods, findings, and implications of the research.”

“A positive correlation between LAP and forecast accuracy indicates the presence and magnitude of lookahead bias.”

“The paper offers 'deeper insight into the model's development and more detailed implementation guidance, including code examples and mathematical derivations.'”

“TabMixNN provides a unified interface for researchers to leverage deep learning while maintaining the interpretability and theoretical grounding of classical mixed-effects models.”

“The RCP fraction depends nearly linearly on this parameter, leading to a universal collapse of simulation data.”

“The paper introduces 'Conformal-Enhanced Control Charts' and 'Conformal-Enhanced Process Monitoring' as novel applications.”

“Upfront factor screening, for reducing the search space, is helpful when the goal is to find the optimal resource configuration with an affordable sampling budget. When the goal is to statistically compare different algorithms, screening must also be applied to make data collection of all data points in the search space feasible. If the goal is to find a near-optimal configuration, however, it is better to run bayesian optimization without screening.”

“In dense stellar fields, an increase in false positive identifications can be expected. For systems with large proper motion, there is a high probability of a false negative outcome.”