Ian Covert
- Explaining by Removing: A Unified Framework for Model Explanation
2020/11/21 by Ian Covert, Scott Lundberg, Covert, Ian +3 · 29 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, Covert, Ian, Su‐In Lee +1 · 13 citations
Computer Science · #Explainable Artificial Intelligence (XAI) #Machine Learning and Data Classification #Bayesian Modeling and Causal Inference
- Algorithms to estimate Shapley value feature attributions
2022/07/15 by Hugh Chen, Ian Covert, Chen, Hugh +5 · 13 citations
Computer Science · #Bayesian Modeling and Causal Inference #Computer Science and Game Theory (cs.GT) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
- OpenAI GPT-5 System Card
2025/12/19 by Aaditya Singh, Adam Fry, Adam Perelman +483 · 2 voices · 36 citations
#cs.CL #cs.AI
- FastSHAP: Real-Time Shapley Value Estimation
2021/07/15 by Neil Jethani, Jethani, Neil, Mukund Sudarshan +7 · 10 citations
Computer Science · #Explainable Artificial Intelligence (XAI) #Machine Learning in Healthcare #Adversarial Robustness in Machine Learning
- 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
- 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