Anastasios N. Angelopoulos
- A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification
2021/07/15 by Anastasios N. Angelopoulos, Stephen Bates, Angelopoulos, Anastasios N. +1 · 3 voices · 137 citations
Computer Science · #Anomaly Detection Techniques and Applications #Explainable Artificial Intelligence (XAI) #Adversarial Robustness in Machine Learning
- Distribution-free, Risk-controlling Prediction Sets
2021/09/30 by Stephen Bates, Anastasios Angelopoulos, Anastasios N. Angelopoulos +4 · 34 citations
Computer Science · #Machine Learning and Data Classification #Machine Learning and Algorithms #Adversarial Robustness in Machine Learning
- Prediction-Powered Inference
2023/01/23 by Anastasios N. Angelopoulos, Angelopoulos, Anastasios N., Stephen Bates +7 · 51 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Cell Image Analysis Techniques #Machine Learning and Data Classification
- Conformal Risk Control
2022/08/04 by Anastasios N. Angelopoulos, Stephen Bates, Angelopoulos, Anastasios N. +7 · 31 citations
Mathematics · #Statistical Methods in Clinical Trials #Advanced Causal Inference Techniques #Statistical Methods and Inference
- Theoretical Foundations of Conformal Prediction
2024/11/18 by Anastasios N. Angelopoulos, Angelopoulos, Anastasios N., Rina Foygel Barber +3 · 2 voices · 31 citations
#math.ST #stat.ME #stat.ML
- PPI++: Efficient Prediction-Powered Inference
2023/11/02 by Anastasios N. Angelopoulos, John C. Duchi, Angelopoulos, Anastasios N. +3 · 23 citations
Computer Science · #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and Data Classification #Methodology (stat.ME)
- Conformal PID Control for Time Series Prediction
2023/07/31 by Anastasios N. Angelopoulos, Angelopoulos, Anastasios N., Emmanuel J. Candès +3 · 17 citations
Computer Science · Decision Sciences · #Anomaly Detection Techniques and Applications #Data Stream Mining Techniques #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME) #Stock Market Forecasting Methods #Systems and Control (eess.SY) #electronic engineering #information engineering
- Class-Conditional Conformal Prediction with Many Classes
2023/06/15 by Tiffany Ding, Ding, Tiffany, Anastasios N. Angelopoulos +7 · 17 citations
Computer Science · Biochemistry, Genetics and Molecular Biology · Medicine · #Domain Adaptation and Few-Shot Learning #MicroRNA in disease regulation #Osteoarthritis Treatment and Mechanisms
- How to Evaluate Reward Models for RLHF
2024/10/18 by Evan Frick, Frick, Evan, Tianle Li +15 · 22 citations
Decision Sciences · #Risk and Safety Analysis
- Specifications: The missing link to making the development of LLM systems an engineering discipline
2024/11/25 by Ion Stoica, Stoica, Ion, Matei Zaharia +22 · 2 voices · 5 citations
Decision Sciences · Engineering · Mathematics · #Manufacturing Process and Optimization #Modeling, Simulation, and Optimization #Simulation Techniques and Applications #cs.AI #cs.CL #cs.SE
- Image-to-Image Regression with Distribution-Free Uncertainty Quantification and Applications in Imaging
2022/02/10 by Anastasios N. Angelopoulos, Amit P Kohli, Angelopoulos, Anastasios N +13 · 8 citations
Mathematics · Biochemistry, Genetics and Molecular Biology · #Statistical Methods and Inference #Cell Image Analysis Techniques
- Conformal Decision Theory: Safe Autonomous Decisions from Imperfect Predictions
2023/10/09 by Jordan Lekeufack, Anastasios N. Angelopoulos, Lekeufack, Jordan +7 · 10 citations
Computer Science · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #Anomaly Detection Techniques and Applications
- AutoEval Done Right: Using Synthetic Data for Model Evaluation
2024/03/09 by Pierre Boyeau, Boyeau, Pierre, Anastasios N. Angelopoulos +7 · 7 citations
Decision Sciences · #Simulation Techniques and Applications
- Label Noise Robustness of Conformal Prediction
2022/09/28 by Bat-Sheva Einbinder, Einbinder, Bat-Sheva, Stephen Bates +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)
- Gradient Equilibrium in Online Learning: Theory and Applications
2025/01/14 by Anastasios N. Angelopoulos, Michael I. Jordan, Angelopoulos, Anastasios N. +3 · 2 voices · 5 citations
Computer Science · Decision Sciences · Mathematics · #FOS: Computer and information sciences #FOS: Mathematics #Game Theory and Applications #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Statistics Theory (math.ST) #cs.LG #math.OC #math.ST #stat.ML
- Semantic uncertainty intervals for disentangled latent spaces
2022/07/20 by Swami Sankaranarayanan, Sankaranarayanan, Swami, Anastasios N. Angelopoulos +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)
- Search Arena: Analyzing Search-Augmented LLMs
2025/06/05 by Mihran Miroyan, Tsung-Jui Wu, Miroyan, Mihran +19 · 8 citations
Computer Science · #Topic Modeling #Expert finding and Q&A systems #Text Readability and Simplification
- Copilot Arena: A Platform for Code LLM Evaluation in the Wild
2025/02/13 by Wayne Chi, Chi, Wayne, Valerie Chen +16 · 6 citations
Computer Science · #Digital and Cyber Forensics #FOS: Computer and information sciences #Natural Language Processing Techniques #Software Engineering (cs.SE)
- Cost-Optimal Active AI Model Evaluation
2025/06/09 by Anastasios N. Angelopoulos, Angelopoulos, Anastasios N., Jacob Eisenstein +7 · 2 voices · 3 citations
Social Sciences · Computer Science · #Ethics and Social Impacts of AI #Explainable Artificial Intelligence (XAI) #Machine Learning and Algorithms