Dittadi, Andrea
- Diffusion Models for Video Prediction and Infilling
2022/06/15 by Tobias Höppe, Arash Mehrjou, Höppe, Tobias +6 · 10 citations
Computer Science · #Generative Adversarial Networks and Image Synthesis
- Generalization and Robustness Implications in Object-Centric Learning
2021/07/01 by Andrea Dittadi, Samuele Papa, Dittadi, Andrea +8 · 6 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Conditional Generation of Medical Time Series for Extrapolation to Underrepresented Populations
2022/01/20 by Bing, Simon, Dittadi, Andrea, Bauer, Stefan +1 · 3 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- On Disentangled Representations Learned From Correlated Data
2020/06/14 by Frederik Träuble, Träuble, Frederik, Elliot Creager +13 · 2 citations
Computer Science · #Computability, Logic, AI Algorithms #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Neural Networks and Applications
- Assaying Out-Of-Distribution Generalization in Transfer Learning
2022/07/19 by Wenzel, Florian, Dittadi, Andrea, Gehler, Peter Vincent +9 · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- DCI-ES: An Extended Disentanglement Framework with Connections to Identifiability
2022/10/01 by Cian Eastwood, Eastwood, Cian, Andrei Liviu Nicolicioiu +11 · 2 citations
Computer Science · Materials Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Materials Science
- On the Transfer of Disentangled Representations in Realistic Settings
2020/10/27 by Andrea Dittadi, Dittadi, Andrea, Frederik Träuble +13 · 2 citations
Computer Science · #Computability, Logic, AI Algorithms #Machine Learning and Algorithms #Generative Adversarial Networks and Image Synthesis
- DiffEnc: Variational Diffusion with a Learned Encoder
2023/10/30 by Nielsen, Beatrix M. G., Christensen, Anders, Dittadi, Andrea +1 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- The Role of Pretrained Representations for the OOD Generalization of Reinforcement Learning Agents
2021/07/12 by Dittadi, Andrea, Träuble, Frederik, Wüthrich, Manuel +7 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Exploring the Effectiveness of Object-Centric Representations in Visual Question Answering: Comparative Insights with Foundation Models
2024/07/22 by Amir Mohammad Karimi Mamaghan, Samuele Papa, Mamaghan, Amir Mohammad Karimi +7 · 2 citations
Computer Science · Psychology · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Visual Attention and Saliency Detection #Visual and Cognitive Learning Processes
- Does Data Scaling Lead to Visual Compositional Generalization?
2025/07/09 by Uselis, Arnas, Dittadi, Andrea, Oh, Seong Joon · 3 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- Identifiable Steering via Sparse Autoencoding of Multi-Concept Shifts
2025/02/14 by Joshi, Shruti, Dittadi, Andrea, Lachapelle, Sébastien +1 · 2 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)