Covert, Ian
- What does a platypus look like? Generating customized prompts for zero-shot image classification
2022/09/07 by Pratt, Sarah, Covert, Ian, Liu, Rosanne +1 · 36 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Explaining by Removing: A Unified Framework for Model Explanation
2020/11/21 by Ian Covert, Covert, Ian, Scott Lundberg +3 · 28 citations
Computer Science · Mathematics · #Advanced Causal Inference Techniques #Bayesian Modeling and Causal Inference #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Improving KernelSHAP: Practical Shapley Value Estimation via Linear Regression
2020/12/02 by Ian Covert, Su‐In Lee, Covert, Ian +1 · 13 citations
Computer Science · #Explainable Artificial Intelligence (XAI) #Machine Learning and Data Classification #Bayesian Modeling and Causal Inference
- FastSHAP: Real-Time Shapley Value Estimation
2021/07/15 by Neil Jethani, Mukund Sudarshan, Jethani, Neil +7 · 10 citations
Computer Science · #Explainable Artificial Intelligence (XAI) #Machine Learning in Healthcare #Adversarial Robustness in Machine Learning
- Learning to Maximize Mutual Information for Dynamic Feature Selection
2023/01/02 by Covert, Ian, Qiu, Wei, Lu, Mingyu +3 · 8 citations
#FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Temporal Graph Convolutional Networks for Automatic Seizure Detection
2019/05/03 by Ian Covert, Balu Krishnan, Covert, Ian +11 · 4 citations
Computer Science · Neuroscience · #EEG and Brain-Computer Interfaces #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Healthcare #Signal Processing (eess.SP) #Time Series Analysis and Forecasting #electronic engineering #information engineering
- Estimating Conditional Mutual Information for Dynamic Feature Selection
2023/06/05 by Gadgil, Soham, Covert, Ian, Lee, Su-In · 5 citations
#FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG)
- Learning to Estimate Shapley Values with Vision Transformers
2022/06/10 by Covert, Ian, Kim, Chanwoo, Lee, Su-In · 4 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Stochastic Amortization: A Unified Approach to Accelerate Feature and Data Attribution
2024/01/29 by Ian Covert, Chanwoo Kim, Covert, Ian +8 · 2 voices · 3 citations
Computer Science · #Machine Learning and Data Classification
- On the Robustness of Removal-Based Feature Attributions
2023/06/12 by Lin, Chris, Covert, Ian, Lee, Su-In · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Feature Selection in the Contrastive Analysis Setting
2023/10/27 by Weinberger, Ethan, Covert, Ian, Lee, Su-In · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- Locality Alignment Improves Vision-Language Models
2024/10/14 by Covert, Ian, Sun, Tony, Zou, James +1 · 3 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Dragonfly: Multi-Resolution Zoom-In Encoding Enhances Vision-Language Models
2024/06/03 by Rahul Thapa, Thapa, Rahul, Kezhen Chen +10 · 2 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Video Analysis and Summarization