Tina Behnia

Publication Activity (10 Years)

Years Active: 2022-2024
Publications (10 Years): 9

Top Topics

Euclidean Geometry

Imbalanced Data

Top Venues

Publications

Ganesh Ramachandra Kini, Vala Vakilian, Tina Behnia, Jaidev Gill, Christos Thrampoulidis
Symmetric Neural-Collapse Representations with Supervised Contrastive Loss: The Impact of ReLU and Batching. ICLR (2024)
Tina Behnia, Christos Thrampoulidis
Supervised Contrastive Representation Learning: Landscape Analysis with Unconstrained Features. CoRR (2024)
Tina Behnia, Ganesh Ramachandra Kini, Vala Vakilian, Christos Thrampoulidis
On the Implicit Geometry of Cross-Entropy Parameterizations for Label-Imbalanced Data. CoRR (2023)
Tina Behnia, Ganesh Ramachandra Kini, Vala Vakilian, Christos Thrampoulidis
On the Implicit Geometry of Cross-Entropy Parameterizations for Label-Imbalanced Data. AISTATS (2023)
Ganesh Ramachandra Kini, Vala Vakilian, Tina Behnia, Jaidev Gill, Christos Thrampoulidis
Supervised-Contrastive Loss Learns Orthogonal Frames and Batching Matters. CoRR (2023)
Tina Behnia, Ke Wang, Christos Thrampoulidis
On how to avoid exacerbating spurious correlations when models are overparameterized. CoRR (2022)
Tina Behnia, Ke Wang, Christos Thrampoulidis
On how to avoid exacerbating spurious correlations when models are overparameterized. ISIT (2022)
Christos Thrampoulidis, Ganesh Ramachandra Kini, Vala Vakilian, Tina Behnia
Imbalance Trouble: Revisiting Neural-Collapse Geometry. NeurIPS (2022)
Christos Thrampoulidis, Ganesh R. Kini, Vala Vakilian, Tina Behnia
Imbalance Trouble: Revisiting Neural-Collapse Geometry. CoRR (2022)