$QNTL quantile

Latest papers

1. GBTSVR: Twin Support Vector Regression via Granular Ball Computing cs.LG · 14 Oct · 4 hits

   …To address these limitations, we introduce granular ball twin support vector regression (GBTSVR) and its quantile extension, granular ball twin support vector quantile regression (GB-TSVQR). The proposed models…

2. Topology-adaptive Estimation of Maximum Voltage Unbalance for Distribution Networks with Finite-sample Guarantee eess.SY · 14 Oct · 3 hits

   …and finite-sample uncertainty in power measurements. In this paper, we propose Topology-Adaptive Certified Quantile Estimation (TACQE) to estimate the maximum VUF across monitored electric buses. Following a local…

3. From Global to Tail Convergence: Dynamics of $\alpha$-Stable Score-Based Generative Models cs.LG · 14 Oct · 1 hit

   …Brownian dynamics remains light-tailed. For a target with tail index $\nu$, asymptotically correct extreme-quantile scaling is possible precisely when $\alpha$=$\nu$. These results identify tail-index matching as a…

4. State-Matched Sequence Conformal Prediction stat.ML · 14 Oct · 2 hits

   …approaches, SMSCP uses state similarity to identify calibration observations relevant to the target score quantile. This motivates a theoretical analysis of whether nearby states have comparable target score…

5. Multi-Sensitive Distributional Fairness: Joint Wasserstein Audits and Shapley Allocation stat.ML · 13 Oct · 2 hits

   …values do not generally decompose a fixed joint Wasserstein disparity. By contrast, full-cell conditional quantile functions define a Hilbert-valued random variable whose variance is the joint disparity. Conditional…

6. Inference for Fr\'echet Mean Sets math.ST · 13 Oct · 1 hit

   …law and uniformly over a family in which two means merge at a quar tic minimum. With ideal multiplier quantiles, the construction reproduces the Euclidean Wald set under both nonsingular and singular covariance.…

7. The Singularity Has a Distribution: Exact Timing Laws and Detection Limits for a Stochastic Intelligence Explosion cs.AI · 13 Oct · 1 hit

   …is asymptotic to $(12z_\alpha^2)^{1/3}\ell^{-2/3}$, where $z_\alpha$ is the upper-$\alpha$ standard normal quantile. Uncertainty about the growth exponent near its critical value produces a $1/t$ tail with an…

8. Principled Design of Expected Improvement for Continuous Simulation Optimization stat.ML · 13 Oct · 4 hits

   …confidence bound for the SK predictor as a foundation for the three design choices. Within general posterior-quantile rule classes, tightening the regret certificate selects a lower-quantile incumbent and an…