Gibbs, Isaac
- Adaptive Conformal Inference Under Distribution Shift
2021/06/01 by Gibbs, Isaac, Candès, Emmanuel · 54 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME)
- Conformal Prediction With Conditional Guarantees
2023/05/22 by Isaac Gibbs, Gibbs, Isaac, John J. Cherian +3 · 22 citations
Computer Science · Mathematics · #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning and Algorithms #Methodology (stat.ME) #Statistical Methods and Inference
- Large language model validity via enhanced conformal prediction methods
2024/06/14 by John J. Cherian, Isaac Gibbs, Cherian, John J. +3 · 2 voices · 22 citations
Computer Science · #Natural Language Processing Techniques #Topic Modeling #cs.LG #stat.ME #stat.ML
- Conformal Inference for Online Prediction with Arbitrary Distribution Shifts
2022/08/17 by Gibbs, Isaac, Candès, Emmanuel · 18 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Methodology (stat.ME)
- Sample-Efficient Omniprediction for Proper Losses
2025/10/14 by Ryan J. Tibshirani, Gibbs, Isaac, Tibshirani, Ryan J. · 1 citation
Computer Science · #Advanced Text Analysis Techniques #Machine Learning and Data Classification #Data Management and Algorithms
- Characterizing the Training-Conditional Coverage of Full Conformal Inference in High Dimensions
2025/02/27 by Gibbs, Isaac, Candès, Emmanuel J. · 1 citation
#FOS: Mathematics #Statistics Theory (math.ST)