Behnia, Tina
- Imbalance Trouble: Revisiting Neural-Collapse Geometry
2022/08/10 by Christos Thrampoulidis, Ganesh Ramachandra Kini, Thrampoulidis, Christos +5 · 7 citations
Computer Science · #Digital Imaging for Blood Diseases #FOS: Computer and information sciences #Imbalanced Data Classification Techniques #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural Networks and Applications
- On the Implicit Geometry of Cross-Entropy Parameterizations for Label-Imbalanced Data
2023/03/14 by Tina Behnia, Behnia, Tina, Ganesh Ramachandra Kini +5 · 2 citations
Computer Science · Engineering · #FOS: Computer and information sciences #Imbalanced Data Classification Techniques #Industrial Vision Systems and Defect Detection #Machine Learning (cs.LG) #Machine Learning and Data Classification
- Implicit Geometry of Next-token Prediction: From Language Sparsity Patterns to Model Representations
2024/08/27 by Yize Zhao, Zhao, Yize, Tina Behnia +5 · 3 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling