Cygert, Sebastian
- MagMax: Leveraging Model Merging for Seamless Continual Learning
2024/07/08 by Daniel Marczak, Marczak, Daniel, Bartłomiej Twardowski +5 · 18 citations
Computer Science · #Speech Recognition and Synthesis #Machine Learning in Healthcare #Topic Modeling
- No Task Left Behind: Isotropic Model Merging with Common and Task-Specific Subspaces
2025/02/07 by Daniel Marczak, Marczak, Daniel, Simone Magistri +9 · 21 citations
Computer Science · Decision Sciences · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multi-Agent Systems and Negotiation #Scientific Computing and Data Management #Simulation Techniques and Applications
- Divide and not forget: Ensemble of selectively trained experts in Continual Learning
2024/01/18 by Grzegorz Rypeść, Sebastian Cygert, Rypeść, Grzegorz +9 · 5 citations
Computer Science · #Domain Adaptation and Few-Shot Learning
- Adapt Your Teacher: Improving Knowledge Distillation for Exemplar-free Continual Learning
2023/08/18 by Filip Szatkowski, Mateusz Pyla, Szatkowski, Filip +9 · 4 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and ELM
- AR-TTA: A Simple Method for Real-World Continual Test-Time Adaptation
2023/09/18 by Sójka, Damian, Cygert, Sebastian, Twardowski, Bartłomiej +1 · 2 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Category Adaptation Meets Projected Distillation in Generalized Continual Category Discovery
2023/08/23 by Rypeść, Grzegorz, Marczak, Daniel, Cygert, Sebastian +2 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Task-recency bias strikes back: Adapting covariances in Exemplar-Free Class Incremental Learning
2024/09/26 by Grzegorz Rypeść, Rypeść, Grzegorz, Sebastian Cygert +5 · 1 citation
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG)