Christopher Beckham

1. Score-based Diffusion Models in Function Space
   2023/02/14 by Jae Hyun Lim, Nikola Kovachki, Lim, Jae Hyun +23 · 16 citations
   Biochemistry, Genetics and Molecular Biology · Computer Science · #46B09 (Primary) #60J22 (Secondary) #Cell Image Analysis Techniques #FOS: Computer and information sciences #FOS: Mathematics #Functional Analysis (math.FA) #Gaussian Processes and Bayesian Inference #Generative Adversarial Networks and Image Synthesis #I.2.6 #J.2 #Machine Learning (cs.LG) #Machine Learning (stat.ML)
2. Unimodal probability distributions for deep ordinal classification
   2017/05/15 by Christopher Beckham, Beckham, Christopher, Christopher Pal +1 · 3 citations
   Computer Science · #Anomaly Detection Techniques and Applications #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (stat.ML) #Time Series Analysis and Forecasting
3. Parallel-mentoring for Offline Model-based Optimization
   2023/09/20 by Can Chen, Chen, Can, Christopher Beckham +7 · 3 citations
   Computer Science · Materials Science · #Advanced Multi-Objective Optimization Algorithms #Computational Engineering #FOS: Computer and information sciences #Finance #Machine Learning and Data Classification #Machine Learning in Materials Science #and Science (cs.CE)
4. Manifold Mixup: Better Representations by Interpolating Hidden States
   2018/06/13 by Vikas Verma, Alex Lamb, Verma, Vikas +12 · 1 citation
   Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Generative Adversarial Networks and Image Synthesis #Image Processing and 3D Reconstruction #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural and Evolutionary Computing (cs.NE)
5. Towards annotation-efficient segmentation via image-to-image translation
   2019/04/02 by Eugene Vorontsov, Pavlo Molchanov, Vorontsov, Eugene +7 · 1 citation
   Computer Science · #AI in cancer detection #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications
6. ExtremeWeather: A large-scale climate dataset for semi-supervised\n detection, localization, and understanding of extreme weather events
   2016/12/06 by Evan Racah, Christopher Beckham, Racah, Evan +8 · 1 citation
   Earth and Planetary Sciences · Environmental Science · #Climate variability and models #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Flood Risk Assessment and Management #Machine Learning (stat.ML) #Meteorological Phenomena and Simulations #Tropical and Extratropical Cyclones Research
7. A simple squared-error reformulation for ordinal classification
   2016/12/02 by Christopher Beckham, Christopher Pal, Beckham, Christopher +1 · 2 citations
   Computer Science · Medicine · #Digital Imaging for Blood Diseases #FOS: Computer and information sciences #Imbalanced Data Classification Techniques #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Retinal Imaging and Analysis