Falck, Fabian
- MAIRA-2: Grounded Radiology Report Generation
2024/06/06 by Shruthi Bannur, Kenza Bouzid, Bannur, Shruthi +38 · 32 citations
Medicine · Computer Science · Social Sciences · #Radiomics and Machine Learning in Medical Imaging #Topic Modeling #Computational and Text Analysis Methods
- Is In-Context Learning in Large Language Models Bayesian? A Martingale Perspective
2024/06/02 by Falck, Fabian, Wang, Ziyu, Holmes, Chris · 11 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- A Fourier Space Perspective on Diffusion Models
2025/05/16 by Fabian Falck, Teodora Pandeva, Falck, Fabian +14 · 1 voice · 14 citations
Computer Science · Biochemistry, Genetics and Molecular Biology · Medicine · #stat.ML #cs.CV #cs.LG #stat.ME
- Multi-Facet Clustering Variational Autoencoders
2021/06/09 by Fabian Falck, Haoting Zhang, Falck, Fabian +9 · 3 citations
Computer Science · #AI in cancer detection #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Methodology (stat.ME)
- A Unified Framework for U-Net Design and Analysis
2023/05/31 by Christopher B. Williams, Fabian Falck, Williams, Christopher +9 · 4 citations
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Generative Adversarial Networks and Image Synthesis #Image and Signal Denoising Methods #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural Networks and Applications #electronic engineering #information engineering
- Ivy: Templated Deep Learning for Inter-Framework Portability
2021/02/04 by Lenton, Daniel, Pardo, Fabio, Falck, Fabian +2 · 2 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE) #Robotics (cs.RO)
- Implicit Language Models are RNNs: Balancing Parallelization and Expressivity
2025/02/10 by Mark Schöne, Schöne, Mark, Babak Rahmani +10 · 1 voice · 4 citations
Computer Science · #Natural Language Processing Techniques #Topic Modeling #cs.AI #cs.LG
- Approximations to the Fisher Information Metric of Deep Generative Models for Out-Of-Distribution Detection
2024/03/03 by Sam Dauncey, Dauncey, Sam, Chris Holmes +5 · 2 citations
Mathematics · Computer Science · #Statistical Methods and Inference #Distributed Sensor Networks and Detection Algorithms #Bayesian Methods and Mixture Models
- MAIRA-Seg: Enhancing Radiology Report Generation with Segmentation-Aware Multimodal Large Language Models
2024/11/18 by Harshita Sharma, Valentina Salvatelli, Sharma, Harshita +29 · 2 citations
Computer Science · Medicine · #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Natural Language Processing Techniques #Radiomics and Machine Learning in Medical Imaging #Topic Modeling
- RE-IMAGINE: Symbolic Benchmark Synthesis for Reasoning Evaluation
2025/06/18 by Xu, Xinnuo, Lawrence, Rachel, Dubey, Kshitij +7 · 4 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences