Conformal Prediction

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Scoured 22 posts in 8.6 ms

Enhanced localized conformal prediction with imperfect auxiliary information

 🤖Machine Learning  Content type: Academic
arxiv.org·

Conformal Prediction for Neural Operators: Distribution-Free Uncertainty Quantification in Physics Simulation

 🤖Machine Learning  Content type: Academic
arxiv.org·

Conformal Risk-Averse Decision Making with Action Conditional Guarantee

 👑Leader Election  Content type: Academic
arxiv.org·

Conformal Prediction for Dyadic Regression Under Complex Missingness

 🤖Machine Learning  Content type: Academic
arxiv.org·

Operator learning for the 2D incompressible Navier-Stokes equations: a conformal prediction approach in the data-scarce regime

 🤖Machine Learning  Content type: Academic
arxiv.org·

Conformal Risk Prediction for Non-Alcoholic Fatty Liver Disease Using Gradient Boosting with Distribution-Free Coverages

 🤖Machine Learning  Content type: Academic
arxiv.org·

Beyond Point Estimates: Benchmarking Uncertainty Quantification Methods on the AION-1 Astronomical Foundation Model

 📇Vector Indexing  Content type: Academic
arxiv.org·

Conformal Risk Sharing: Certified Cost Allocation with Participation Guarantees

 🔄Eventual Consistency  Content type: Academic
arxiv.org·

Predicting Current Outcomes From Historical Survey Data With Weighted Conformal Prediction

 🤖Machine Learning  Content type: Academic
arxiv.org·

Inference-Time Conformal Reasoning with Valid Factuality Control for Large Language Models

 🕸️Graph Theory  Content type: Academic
arxiv.org·

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

 🤖Machine Learning  Content type: Academic
arxiv.org·

UNIQ: Conformal Calibration for Adaptive Conservatism in Offline Reinforcement Learning

 👑Leader Election  Content type: Academic
arxiv.org·
Less-relevant results

An interpretable and trustworthy AI framework for large-scale longitudinal structure-pain association studies using data from the Osteoarthritis Initiative (OAI...

 🤖Machine Learning  Content type: Academic
arxiv.org·

Conformal inference for cell type annotation with graph-structured constraints

 🧮Constraint Solvers  Content type: Academic
arxiv.org·

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

 💰Cost-Based Optimization  Content type: Academic
arxiv.org·

In-Context Graphical Inference

 🤖Machine Learning  Content type: Academic
arxiv.org·

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

 🤖Machine Learning  Content type: Academic
arxiv.org·

Data augmented bootstrap: Unifying confidence interval construction by approximate invariance

 🤖Machine Learning  Content type: Academic
arxiv.org·

Caught in the Act(ivation): Toward Pre-Output and Multi-Turn Detection of Credential Exfiltration by LLM Agents

 🌸Bloom Filters  Content type: Academic
arxiv.org·

Brain-Prompt Injection: A Route-Safety Audit for BCI-LLM Agents

 👑Leader Election  Content type: Academic
arxiv.org·

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