“"Objective speaking, for a long time, adding small print for annotation on promotional materials such as posters and PPTs has indeed been a common practice in the industry. We previously considered more about legal compliance, because we had to comply with the advertising law, and indeed some of it ignored everyone's feelings, resulting in such a result."”

“I remember when this sub used to be about how excited we all were.”

“Tweet submitted by /u/SrafeZ”

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

“AODDiff inherently enables uncertainty quantification via multiple sampling, offering critical confidence metrics for downstream applications.”

“For any objective with log-sum-exp structure over distances or energies, the gradient with respect to each distance is exactly the negative posterior responsibility of the corresponding component: $\partial L / \partial d_j = -r_j$.”

“The Bayesian DP algorithm alternates between posterior updates and value iteration, employing an estimator for the risk-based Bellman operator that combines Monte Carlo sampling with convex optimization.”

“The article is a discussion starter, not a definitive answer. It's based on a Reddit post, so the 'quote' would be the original poster's question or the ensuing discussion.”

“The paper introduces Energy-Aware Bayesian-CBFs (EB-CBFs) that construct conservative energy-based barriers directly from the Hamiltonian and vector-field posteriors, yielding safety filters that minimally modify a nominal controller while providing probabilistic energy safety guarantees.”

“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.”

“TRL achieves excellent calibration, matching or exceeding the reliability of Deep Ensembles (in terms of ECE) while requiring only a fraction (1/5) of the training cost.”

“CVC rethinks the role of velocity in inter-distribution transformation by introducing a dual-perspective velocity conversion mechanism.”

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

“SGPS enables more accurate posterior sampling and reduces error accumulation, maintaining high reconstruction quality with fewer than 100 Neural Function Evaluations (NFEs).”

“The paper introduces the Bayesian effective dimension, a model- and prior-dependent quantity defined through the mutual information between parameters and data.”

“I would really appreciate guidance from professionals working in similar roles on what skills, tools, or learning areas I should improve or add to better align myself with industry expectations.”

“I've used many but in my opinion, ive narrowed it down to 3: Claude, Gemini, ChatGPT”

“"the energy to achieve up to the minute data for all the most popular LLMs would require a massive amount of compute power and money"”

“Should I spend time and money on a taught master’s in data/analytics/, or build a portfolio, learn SQL and Power BI, and go straight for analyst roles without any "data analyst" experience?”

“"You are not working at all" because I'm managing my time in a more flexible way.”

“Transformers reproduce Bayesian posteriors with $10^{-3}$-$10^{-4}$ bit accuracy, while capacity-matched MLPs fail by orders of magnitude, establishing a clear architectural separation.”

“The paper proposes rules for rebalancing that gate trades through magnitude-based thresholds and posterior activation probabilities, thereby trading off expected tracking error against turnover and portfolio size.”

“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 context revolves around research conducted on the automated generation and optimization of product posters.”

“The best configuration was achieved at PS scale 0.95 and noise standard deviation σ=0.01 (score 1.45231), demonstrating the importance of balancing diffusion priors and measurement-gradient strength.”

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“The paper focuses on 'variationally correct operator learning: Reduced basis neural operator with a posteriori error estimation'.”

“ABBEL replaces long multi-step interaction history by a belief state, i.e., a natural language summary of what has been discovered about task-relevant unknowns.”

“We develop a generative perspective on hyper-parameter tuning that combines two ideas: (i) optimization-based approximations to Bayesian posteriors via randomized, weighted objectives (weighted Bayesian bootstrap), and (ii) amortization of repeated optimization across many hyper-parameter settings by learning a transport map from hyper-parameters (including random weights) to the corresponding optimizer.”

“The research focuses on high-redshift gravitational wave sources.”

“The article's focus is on $L^2$-posterior contraction rates for specific priors.”

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“The article's source is ArXiv, indicating a pre-print publication, likely detailing novel research.”

“The article is sourced from ArXiv.”

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“Fan favorite David Roth is back to talk Trump’s sad boi coup plotting, Democrats’ fragile new coalition, and Michael Bay movies.”

“We discuss the similarities and differences between drug discovery and material science, his startup, PostEra which offers medicinal chemistry as a service powered by machine learning, and much more”

“Rich describes some of his work on fairness in machine learning algorithms, including how he defines both group and individual fairness and his group’s recent NeurIPS poster, “Predict Responsibly: Improving Fairness and Accuracy by Learning to Defer.””

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“Gamalon's first application structures unstructured data — input a paragraph or phrase of unstructured text and output a structured spreadsheet/database row or API call.”