Uncertainty

uncertainty quantification, epistemic uncertainty, calibration, conformal prediction

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SPACR: Single-Pass Adaptive Training of Uncertainty-Aware Conformal Regressors

 🏷️Label Noise  Content type: Academic
arxiv.org·

Optimal Stochastic Krylov based Techniques for Large- Scale Log-Determinant Estimation

 ⚙️MLOps  Content type: Academic
arxiv.org·

Taming Perception Jitter: Uncertainty-Aware LiDAR Object Detection for Reliable Motion Classification

 👁️Computer Vision  Content type: Academic
arxiv.org·

Uncertainty-Aware Intention Prediction for Human-to-Robot Assembly Teleoperation

 🖼️Multimodal AI  Content type: Academic
arxiv.org·

Uncertainty quantification and multi-stage variable selection for personalized treatment regimes

 ⚙️MLOps  Content type: Academic
arxiv.org·

Stable and Scalable Probabilistic Numerical Solvers for Stiff and High-Dimensional ODEs

 ⚙️MLOps  Content type: Academic
arxiv.org·

Quantifying Uncertainty In Wide Two-Layer Neural Networks: On The Law Of The Limiting Fluctuation Process

 🏷️Label Noise  Content type: Academic
arxiv.org·

Co-GLANCE: Uncertainty-Aware Active Perception for Heterogeneous Robot Teaming

 🖼️Multimodal AI  Content type: Academic
arxiv.org·

Conformal inference for cell type annotation with graph-structured constraints

 🧠LLMs  Content type: Academic
arxiv.org·

A Comparative Study of Deep Learning Models for Geological Carbon Sequestration

 🧠LLMs  Content type: Academic
arxiv.org·

Disentangling Latent Risk Pathways via Bayesian Hypergraph Inference

 🏷️Label Noise  Content type: Academic
arxiv.org·

Data-Driven Runway and Taxiway Exits Prediction of Landing Aircraft: A Case Study at Hartsfield-Jackson Atlanta International Airport

 🛰️Geospatial AI  Content type: Academic
arxiv.org·

Bayesian genome-wide clustering and variable selection of transcriptomic data via rank-based mixtures

 🏷️Label Noise  Content type: Academic
arxiv.org·

Reconstructing and forecasting disease trajectories of patients with Alzheimer's disease using routine data in resource-constrained settings

 🛰️Geospatial AI  Content type: Academic
arxiv.org·

Exploring Agentic Tool-Calling Decisions via Uncertainty-Aligned Reinforcement Learning

 🤖AI Agents  Content type: Academic
arxiv.org·

Confidence, Statistical Evidence and Relative Belief with Applications to a Problem in Particle Physics

 🏷️Label Noise  Content type: Academic
arxiv.org·

Sensitivity Analysis White Paper

 ✍️Prompt Engineering  Content type: Academic
arxiv.org·

Trust-Aware Predictive Emissions Monitoring for Gas Turbine Fleets with Limited Labelled Data

 📊OOD Detection  Content type: Academic
arxiv.org·

Bayesian Optimization of a Multi-Product Chemical Reactor Using Composite Models and Partial Physics Knowledge

 ⚙️MLOps  Content type: Academic
arxiv.org·

Uncertainty-aware Multi-fidelity Closure via Conditional Normalizing Flows

 🏷️Label Noise  Content type: Academic
arxiv.org·
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