A transformer-encoded spherical normalizing flow achieves state-of-the-art angular resolution for IceCube neutrino tracks and showers, improving median resolution by factors of 1.3-2.5 over B-spline likelihoods at 100 TeV and outperforming prior ML methods for muons.
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Tabular diffusion models leak membership information via attacks even with partial attacker knowledge, and common heuristic privacy metrics like distance-to-closest-record are unreliable.
Multi-stage LLM pipeline creates validated BPMN models from text and reconstructs them with average similarity above 0.75 across 387 cases from 750 public diagrams.
Truncated kernel SGD with spherical RBFs projects stochastic gradients to a finite hypothesis space for minimax-optimal rates on optimization, generalization, and strong RKHS convergence across losses like least-squares and logistic.
AML outperforms cross-validated baselines including CNNs on 50-2000 example image datasets and is comparable to XGBoost/LightGBM on tabular data using only training data and no task-dependent hyperparameters.
A three-layer probabilistic assume-guarantee architecture is structurally required for safe LLM agent deployment.
Prompt-driven image-to-video generation produces deictic gestures that match real data visually, add useful variety, and improve downstream recognition models when mixed with human recordings.
Large-scale LLM analysis of 16k CTI reports over 20 years shows a fragmented vendor ecosystem with low overlap and reporting biases.
Causal Path Alignment anchors optimization trajectories in in-parameter knowledge editing to follow relation-aware causal paths, reducing subject-dominant memory interference in LLMs.
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Automated BPMN Model Generation from Textual Process Descriptions: A Multi-Stage LLM-Driven Approach
Multi-stage LLM pipeline creates validated BPMN models from text and reconstructs them with average similarity above 0.75 across 387 cases from 750 public diagrams.