Conformal Prediction for Multimodal Regression
Fuente:
arXiv
Saved in:
| Main Authors: | Bose, Alexis, Ethier, Jonathan, Guinand, Paul |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Target Strangeness: A Novel Conformal Prediction Difficulty Estimator
by: Bose, Alexis, et al.
Published: (2024)
by: Bose, Alexis, et al.
Published: (2024)
Environmental Feature Engineering and Statistical Validation for ML-Based Path Loss Prediction
by: Ethier, Jonathan, et al.
Published: (2025)
by: Ethier, Jonathan, et al.
Published: (2025)
Uncertainty Estimation for Path Loss and Radio Metric Models
by: Bose, Alexis, et al.
Published: (2025)
by: Bose, Alexis, et al.
Published: (2025)
Heteroscedastic Neural Networks for Path Loss Prediction with Link-Specific Uncertainty
by: Ethier, Jonathan
Published: (2025)
by: Ethier, Jonathan
Published: (2025)
Reciprocity-Aware Convolutional Neural Networks for Map-Based Path Loss Prediction
by: Dempsey, Ryan G., et al.
Published: (2025)
by: Dempsey, Ryan G., et al.
Published: (2025)
Map-Based Path Loss Prediction in Multiple Cities Using Convolutional Neural Networks
by: Dempsey, Ryan G., et al.
Published: (2024)
by: Dempsey, Ryan G., et al.
Published: (2024)
Conformal Prediction via Regression-as-Classification
by: Guha, Etash, et al.
Published: (2024)
by: Guha, Etash, et al.
Published: (2024)
Machine Learning-Based Path Loss Modeling with Simplified Features
by: Ethier, Jonathan, et al.
Published: (2024)
by: Ethier, Jonathan, et al.
Published: (2024)
Extending Machine Learning Based RF Coverage Predictions to 3D
by: Chen, Muyao, et al.
Published: (2024)
by: Chen, Muyao, et al.
Published: (2024)
Clutter Classification Using Deep Learning in Multiple Stages
by: Dempsey, Ryan, et al.
Published: (2024)
by: Dempsey, Ryan, et al.
Published: (2024)
Prediction Intervals for Individual Treatment Effects in a Multiple Decision Point Framework using Conformal Inference
by: Bose, Swaraj, et al.
Published: (2025)
by: Bose, Swaraj, et al.
Published: (2025)
Conformal Prediction for Nonparametric Instrumental Regression
by: Kato, Masahiro
Published: (2026)
by: Kato, Masahiro
Published: (2026)
Efficient Conformal Prediction for Regression Models under Label Noise
by: Cohen, Yahav, et al.
Published: (2025)
by: Cohen, Yahav, et al.
Published: (2025)
Volume-Sorted Prediction Set: Efficient Conformal Prediction for Multi-Target Regression
by: Luo, Rui, et al.
Published: (2025)
by: Luo, Rui, et al.
Published: (2025)
Investigating Map-Based Path Loss Models: A Study of Feature Representations in Convolutional Neural Networks
by: Dempsey, Ryan G., et al.
Published: (2025)
by: Dempsey, Ryan G., et al.
Published: (2025)
Conformalized Selective Regression
by: Sokol, Anna, et al.
Published: (2024)
by: Sokol, Anna, et al.
Published: (2024)
Conformal Prediction Sets for Deep Generative Models via Reduction to Conformal Regression
by: Shahrokhi, Hooman, et al.
Published: (2025)
by: Shahrokhi, Hooman, et al.
Published: (2025)
Machine Learning for Modeling Wireless Radio Metrics with Crowdsourced Data and Local Environment Features
by: Qiu, Yifeng, et al.
Published: (2025)
by: Qiu, Yifeng, et al.
Published: (2025)
On Volume Minimization in Conformal Regression
by: Bars, Batiste Le, et al.
Published: (2025)
by: Bars, Batiste Le, et al.
Published: (2025)
Approximating Full Conformal Prediction for Neural Network Regression with Gauss-Newton Influence
by: Tailor, Dharmesh, et al.
Published: (2025)
by: Tailor, Dharmesh, et al.
Published: (2025)
Multimodal Regression for Enzyme Turnover Rates Prediction
by: Hu, Bozhen, et al.
Published: (2025)
by: Hu, Bozhen, et al.
Published: (2025)
Normalizing Flows for Conformal Regression
by: Colombo, Nicolo
Published: (2024)
by: Colombo, Nicolo
Published: (2024)
Conformal Thresholded Intervals for Efficient Regression
by: Luo, Rui, et al.
Published: (2024)
by: Luo, Rui, et al.
Published: (2024)
Colorful Pinball: Density-Weighted Quantile Regression for Conditional Guarantee of Conformal Prediction
by: Chen, Qianyi, et al.
Published: (2025)
by: Chen, Qianyi, et al.
Published: (2025)
Bayesian Additive Distribution Regression
by: Linero, Antonio R., et al.
Published: (2026)
by: Linero, Antonio R., et al.
Published: (2026)
Non-Asymptotic Analysis of Efficiency in Conformalized Regression
by: Yao, Yunzhen, et al.
Published: (2025)
by: Yao, Yunzhen, et al.
Published: (2025)
Conformalized Regression for Continuous Bounded Outcomes
by: Wu, Zhanli, et al.
Published: (2025)
by: Wu, Zhanli, et al.
Published: (2025)
A Unified Comparative Study with Generalized Conformity Scores for Multi-Output Conformal Regression
by: Dheur, Victor, et al.
Published: (2025)
by: Dheur, Victor, et al.
Published: (2025)
Bin-Conditional Conformal Prediction of Fatalities from Armed Conflict
by: Randahl, David, et al.
Published: (2024)
by: Randahl, David, et al.
Published: (2024)
Spatial Conformal Inference through Localized Quantile Regression
by: Jiang, Hanyang, et al.
Published: (2024)
by: Jiang, Hanyang, et al.
Published: (2024)
Integrating Uncertainty Awareness into Conformalized Quantile Regression
by: Rossellini, Raphael, et al.
Published: (2023)
by: Rossellini, Raphael, et al.
Published: (2023)
Efficient Normalized Conformal Prediction and Uncertainty Quantification for Anti-Cancer Drug Sensitivity Prediction with Deep Regression Forests
by: Nolte, Daniel, et al.
Published: (2024)
by: Nolte, Daniel, et al.
Published: (2024)
On the Out-of-Distribution Coverage of Combining Split Conformal Prediction and Bayesian Deep Learning
by: Scemama, Paul, et al.
Published: (2023)
by: Scemama, Paul, et al.
Published: (2023)
Predicting Drug Effects from High-Dimensional, Asymmetric Drug Datasets by Using Graph Neural Networks: A Comprehensive Analysis of Multitarget Drug Effect Prediction
by: Bose, Avishek, et al.
Published: (2024)
by: Bose, Avishek, et al.
Published: (2024)
Strategic Conformal Prediction
by: Csillag, Daniel, et al.
Published: (2024)
by: Csillag, Daniel, et al.
Published: (2024)
Conformal Structured Prediction
by: Zhang, Botong, et al.
Published: (2024)
by: Zhang, Botong, et al.
Published: (2024)
Backward Conformal Prediction
by: Gauthier, Etienne, et al.
Published: (2025)
by: Gauthier, Etienne, et al.
Published: (2025)
Localized Conformal Multi-Quantile Regression
by: Lu, Yuan
Published: (2024)
by: Lu, Yuan
Published: (2024)
Zono-Conformal Prediction: Zonotope-Based Uncertainty Quantification for Regression and Classification Tasks
by: Lützow, Laura, et al.
Published: (2025)
by: Lützow, Laura, et al.
Published: (2025)
Sample-Efficient Safety Assurances using Conformal Prediction
by: Luo, Rachel, et al.
Published: (2021)
by: Luo, Rachel, et al.
Published: (2021)
Similar Items
-
Target Strangeness: A Novel Conformal Prediction Difficulty Estimator
by: Bose, Alexis, et al.
Published: (2024) -
Environmental Feature Engineering and Statistical Validation for ML-Based Path Loss Prediction
by: Ethier, Jonathan, et al.
Published: (2025) -
Uncertainty Estimation for Path Loss and Radio Metric Models
by: Bose, Alexis, et al.
Published: (2025) -
Heteroscedastic Neural Networks for Path Loss Prediction with Link-Specific Uncertainty
by: Ethier, Jonathan
Published: (2025) -
Reciprocity-Aware Convolutional Neural Networks for Map-Based Path Loss Prediction
by: Dempsey, Ryan G., et al.
Published: (2025)