Romano, Yaniv
- Conformalized Quantile Regression
2019/05/08 by Yaniv Romano, Romano, Yaniv, Evan Patterson +3 · 87 citations
Computer Science · Mathematics · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (stat.ML) #Machine Learning and Algorithms #Methodology (stat.ME) #Statistical Methods and Inference
- The Little Engine that Could: Regularization by Denoising (RED)
2016/11/09 by Yaniv Romano, Romano, Yaniv, Michael Elad +3 · 53 citations
Computer Science · Engineering · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Mathematics #Image and Signal Denoising Methods #Numerical Analysis (math.NA) #Photoacoustic and Ultrasonic Imaging #Sparse and Compressive Sensing Techniques
- Calibrated Multiple-Output Quantile Regression with Representation Learning
2021/10/02 by Feldman, Shai, Bates, Stephen, Romano, Yaniv · 8 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- Image-to-Image Regression with Distribution-Free Uncertainty Quantification and Applications in Imaging
2022/02/10 by Anastasios N. Angelopoulos, Angelopoulos, Anastasios N, Amit P Kohli +13 · 8 citations
Mathematics · Biochemistry, Genetics and Molecular Biology · #Statistical Methods and Inference #Cell Image Analysis Techniques
- Training Uncertainty-Aware Classifiers with Conformalized Deep Learning
2022/05/12 by Einbinder, Bat-Sheva, Romano, Yaniv, Sesia, Matteo +1 · 7 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Conformal Prediction using Conditional Histograms
2021/05/18 by Matteo Sesia, Yaniv Romano, Sesia, Matteo +1 · 7 citations
Mathematics · Computer Science · #Statistical Methods and Inference #Gaussian Processes and Bayesian Inference #Bayesian Methods and Mixture Models
- Improving Conditional Coverage via Orthogonal Quantile Regression
2021/06/01 by Feldman, Shai, Bates, Stephen, Romano, Yaniv · 6 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- An Asymptotic Test for Conditional Independence using Analytic Kernel Embeddings
2021/10/28 by Meyer Scetbon, Laurent Meunier, Scetbon, Meyer +3 · 5 citations
Mathematics · Computer Science · #Statistical Methods and Inference #Image and Signal Denoising Methods #Advanced Image Processing Techniques
- Derandomized Novelty Detection with FDR Control via Conformal E-values
2023/02/14 by Bashari, Meshi, Epstein, Amir, Romano, Yaniv +1 · 6 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Methodology (stat.ME)
- Achieving Risk Control in Online Learning Settings
2022/05/18 by Shai Feldman, Feldman, Shai, Ringel, Liran +4 · 5 citations
Computer Science · Decision Sciences · #Anomaly Detection Techniques and Applications #Data Stream Mining Techniques #Advanced Bandit Algorithms Research
- Label Noise Robustness of Conformal Prediction
2022/09/28 by Bat-Sheva Einbinder, Einbinder, Bat-Sheva, Feldman, Shai +8 · 4 citations
Computer Science · Decision Sciences · Mathematics · #Advanced Statistical Methods and Models #Advanced Statistical Process Monitoring #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Methodology (stat.ME) #Statistics Theory (math.ST)
- Conformal Prediction with Missing Values
2023/06/05 by Zaffran, Margaux, Dieuleveut, Aymeric, Josse, Julie +1 · 4 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Convolutional Neural Networks Analyzed via Convolutional Sparse Coding
2016/07/27 by Papyan, Vardan, Romano, Yaniv, Elad, Michael · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Provably Robust Conformal Prediction with Improved Efficiency
2024/04/30 by Yan, Ge, Romano, Yaniv, Weng, Tsui-Wei · 5 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Convolutional Dictionary Learning via Local Processing
2017/05/09 by Papyan, Vardan, Romano, Yaniv, Sulam, Jeremias +1 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Semantic uncertainty intervals for disentangled latent spaces
2022/07/20 by Swami Sankaranarayanan, Anastasios N. Angelopoulos, Sankaranarayanan, Swami +7 · 3 citations
Computer Science · Neuroscience · #Aesthetic Perception and Analysis #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Data Visualization and Analytics #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- RAISR: Rapid and Accurate Image Super Resolution
2016/06/03 by Yaniv Romano, Romano, Yaniv, John Isidoro +3 · 1 voice · 1 citation
Computer Science · Engineering · #Advanced Image Processing Techniques #Image Processing Techniques and Applications #Image and Signal Denoising Methods #cs.CV
- Protected Test-Time Adaptation via Online Entropy Matching: A Betting Approach
2024/08/14 by Yarin Bar, Bar, Yarin, Shalev Shaer +3 · 5 citations
Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Online Learning and Analytics
- Principal Uncertainty Quantification with Spatial Correlation for Image Restoration Problems
2023/05/17 by Belhasin, Omer, Romano, Yaniv, Freedman, Daniel +2 · 3 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- With Malice Towards None: Assessing Uncertainty via Equalized Coverage
2019/08/15 by Yaniv Romano, Romano, Yaniv, Rina Foygel Barber +5 · 3 citations
Computer Science · #Explainable Artificial Intelligence (XAI) #Adversarial Robustness in Machine Learning #Privacy-Preserving Technologies in Data
- Segment-Based Attention Masking for GPTs
2024/12/24 by Katz, Shahar, Ringel, Liran, Romano, Yaniv +1 · 3 citations
#Computation and Language (cs.CL) #FOS: Computer and information sciences
- Semi-Supervised Risk Control via Prediction-Powered Inference
2024/12/15 by Bat-Sheva Einbinder, Einbinder, Bat-Sheva, Liran Ringel +3 · 4 citations
Computer Science · #Anomaly Detection Techniques and Applications #Machine Learning in Healthcare
- Robust Conformal Prediction Using Privileged Information
2024/06/08 by Shai Feldman, Yaniv Romano, Feldman, Shai +1 · 2 citations
Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications
- Predictive Uncertainty Quantification with Missing Covariates
2024/05/24 by Zaffran, Margaux, Josse, Julie, Romano, Yaniv +1 · 2 citations
#FOS: Computer and information sciences #Methodology (stat.ME)
- Acceleration of RED via Vector Extrapolation
2018/05/06 by Hong, Tao, Romano, Yaniv, Elad, Michael · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Mathematics #Optimization and Control (math.OC)
- Early Time Classification with Accumulated Accuracy Gap Control
2024/02/01 by Liran Ringel, Regev Cohen, Ringel, Liran +7 · 1 citation
Engineering · #Advanced Algorithms and Applications #Control Systems and Identification #FOS: Computer and information sciences #Hydraulic and Pneumatic Systems #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Robust Conformal Outlier Detection under Contaminated Reference Data
2025/02/07 by Meshi Bashari, Bashari, Meshi, Matteo Sesia +3 · 3 citations
Computer Science · Engineering · Mathematics · #Advanced Statistical Methods and Models #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Fault Detection and Control Systems #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME)
- Conformal Prediction with Corrupted Labels: Uncertain Imputation and Robust Re-weighting
2025/05/07 by Feldman, Shai, Bates, Stephen, Romano, Yaniv · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- Learning a Continue-Thinking Token for Enhanced Test-Time Scaling
2025/06/12 by Liran Ringel, Ringel, Liran, Elad Tolochinsky +3 · 2 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Teaching and Learning Programming