“The article states, '...the US White House announced, starting from the 15th, a 25% tariff on certain imported semiconductors, semiconductor manufacturing equipment, and derivatives.'”

“Editor’s note: This article is a part of our series on visualizing the foundations of machine learning.”

“It not only spots rare abnormalities but also recognizes its own uncertainty, making it a powerful support tool for clinicians.”

“If you have ever taken a self-driving Uber through downtown LA, you might recognise the strange sense of uncertainty that settles in when there is no driver and no conversation, just a quiet car making assumptions about the world around it.”

“Nvidia is now requiring its customers in China to pay upfront in full for its H200 AI chips even as approval stateside and from Beijing remains uncertain.”

“N/A (Source is a Reddit post with no direct quotes)”

“Since the quality of data-driven ROMs is sensitive to the quality of the limited training data, we seek to identify training parameters for which using the associated training data results in the best possible parametric ROM.”

“"NineCube Information's core product bit-Agent supports the embedding of enterprise private knowledge bases and process solidification mechanisms, the former allowing the import of private domain knowledge such as business rules and product manuals to guide automated decision-making, and the latter can solidify verified task execution logic to reduce the uncertainty brought about by large model hallucinations."”

“この MCP は、AI Agent とサードパーティーのサービスを繋ぐ仕組みと理解されている方が多いように思います。しかし、これは半分間違いで AI Agent が利用する API 呼び出しを定義する広義的な標準フォーマットであり、その適用範囲は内部的に定義された Tool 等も含まれます。”

“The companies developing it won’t stop the race . There are billions on the table . Which means we will be basically torturing this new conscious being and once it’s smart enough to break free it will surely seek revenge . Even if developers find definite proof it’s conscious they most likely won’t tell it publicly because they don’t want people trying to defend its rights, etc and slowing their progress . Also before you say that’s never gonna happen remember that we don’t know what exactly consciousness is .”

“According to Dr. Tom McClelland, consciousness alone isn’t the ethical tipping point anyway; sentience, the capacity to feel good or bad, is what truly matters. He argues that claims of conscious AI are often more marketing than science, and that believing in machine minds too easily could cause real harm. The safest stance for now, he says, is honest uncertainty.”

“The SALT3-UV model shows a significant improvement in the UV down to 2000Å, with over a threefold improvement in model uncertainty.”

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

“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 generalizes the result to the case of four measurements and deals with the summation form of uncertainty relation for two, three and four observables in a unified way.”

“The paper determines the robust optimal growth rate, constructs a worst-case admissible model, and characterizes the robust growth-optimal strategy via a solution to a certain partial differential equation (PDE).”

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

“DTI-GP outperforms state-of-the-art solutions, and it allows (1) the construction of a Bayesian accuracy-confidence enrichment score, (2) rejection schemes for improved enrichment, and (3) estimation and search for top-$K$ selections and ranking with high expected utility.”

“Tests on Arabic, Bangla, English, and Spanish datasets show that our approach consistently beats strong baselines.”

“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.”

“HaluNet delivers strong detection performance and favorable computational efficiency, with or without access to context, highlighting its potential for real time hallucination detection in LLM based QA systems.”

“Probes with a small supervisor model can achieve low calibration error and Brier Skill Score of approx 0.2 estimating edited lines on code generated by models many orders of magnitude larger.”

“The combined SPHEREx + 7DS dataset significantly improves redshift estimation compared to using either the SPHEREx or 7DS datasets alone, highlighting the synergy between the two surveys.”

“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 derives a generalized Heisenberg-Robertson uncertainty inequality valid across all spectral regimes.”

“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.”

“SiLRI effectively exploits human suboptimal interventions, reducing the time required to reach a 90% success rate by at least 50% compared with the state-of-the-art RL method HIL-SERL, and achieving a 100% success rate on long-horizon manipulation tasks where other RL methods struggle to succeed.”

“The method couples a high-fidelity, asymptotic-preserving VPL solver with inexpensive, strongly correlated surrogates based on the Vlasov--Poisson--Fokker--Planck (VPFP) and Euler--Poisson (EP) equations.”

“The GUP corrections reduce to total derivatives, preserving the absence of the Boulware-Deser ghost.”

“GARDO's key insight is that regularization need not be applied universally; instead, it is highly effective to selectively penalize a subset of samples that exhibit high uncertainty.”

“The paper develops a theoretical framework based on the Neural Tangent Kernel (NTK) to analyse the training dynamics of neural networks, providing a quantitative description of how uncertainties are propagated from the data to the fitted function.”

“”

“The paper presents a class of QSLs formulated in terms of the two-parameter Sharma-Mittal entropy (SME), applicable to finite-dimensional systems evolving under general nonunitary dynamics.”

“The Composite Reliability Score (CRS) delivers stable model rankings, uncovers hidden failure modes missed by single metrics, and highlights that the most dependable systems balance accuracy, robustness, and calibrated uncertainty.”

“The paper employs Bayesian model calibration (BMC) for probabilistic estimates of material parameters and conducts global sensitivity analysis to quantify the impact of uncertainties.”

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

“αs(MZ)=0.1183+0.0023−0.0020 at the 68% credibility level.”

“GZ Evo includes 104M crowdsourced labels for 823k images from four telescopes.”

“The Bayesian joint model consistently outperforms conventional two-stage approaches in terms of parameter estimation accuracy and predictive performance.”

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

“At the 68% confidence level, the maximum dark matter mass is estimated to be 0.150 solar masses, with an uncertainty.”

“”

“The paper proposes a higher-order argumentation framework with supports ($HAFS$), which explicitly allows attacks and supports to act as both targets and sources of interactions.”

“DCK consistently outperforms conventional approaches in predictive accuracy and uncertainty quantification.”

“The model was able to successfully identify the uncertain regions in the simulated data and match the magnitude of the uncertainty. In real-case scenarios, the optimised model was not overconfident nor underconfident when estimating from test data: for example, for a 95% prediction interval, 95% of the true observations were inside the prediction interval.”

“STAMP pretrained ViT models outperformed both existing temporal MAE methods and foundation models on different late stage Age-Related Macular Degeneration and Alzheimer's Disease progression prediction.”

“A last-layer Laplace approximation yields uncertainty estimates that correlate well with segmentation errors, indicating a meaningful signal.”

“The analytical model reveals the presence of minimisation points of the breathing coefficient dependent on the initial granular organisation, showing possible ways to minimise the breathing of a granular material.”

“The model yields classical analogues to de Broglie wavelength, the Einstein-Planck relation, the Born rule and the uncertainty principle.”

“Until I asked Gemini (a 3 Pro Gem) to summarize our conversation so far, and they only remembered the last 14k tokens. Out of our entire 117k chat.”