Ganesh R. Kini

According to our database, Ganesh R. Kini authored at least 12 papers between 2016 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Towards Understanding Overparameterized Neural Networks: Insights into Imbalances and Neural Representations

Ganesh Ramachandra Kini

PhD thesis, 2024

Symmetric Neural-Collapse Representations with Supervised Contrastive Loss: The Impact of ReLU and Batching.

Ganesh Ramachandra Kini, Vala Vakilian, Tina Behnia, Jaidev Gill, Christos Thrampoulidis

Proceedings of the Twelfth International Conference on Learning Representations, 2024

2023

Supervised-Contrastive Loss Learns Orthogonal Frames and Batching Matters.

Ganesh Ramachandra Kini, Vala Vakilian, Tina Behnia, Jaidev Gill, Christos Thrampoulidis

CoRR, 2023

On the Implicit Geometry of Cross-Entropy Parameterizations for Label-Imbalanced Data.

Tina Behnia, Ganesh Ramachandra Kini, Vala Vakilian, Christos Thrampoulidis

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2023

2022

Imbalance Trouble: Revisiting Neural-Collapse Geometry.

Christos Thrampoulidis, Ganesh Ramachandra Kini, Vala Vakilian, Tina Behnia

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

2021

Label-Imbalanced and Group-Sensitive Classification under Overparameterization.

Ganesh Ramachandra Kini, Orestis Paraskevas, Samet Oymak, Christos Thrampoulidis

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021

Phase Transitions for One-Vs-One and One-Vs-All Linear Separability in Multiclass Gaussian Mixtures.

Ganesh Ramachandra Kini, Christos Thrampoulidis

Proceedings of the IEEE International Conference on Acoustics, 2021

2020

Analytic Study of Double Descent in Binary Classification: The Impact of Loss.

Ganesh Ramachandra Kini, Christos Thrampoulidis

Proceedings of the IEEE International Symposium on Information Theory, 2020

2018

A Rate-Optimal Construction of Codes with Sequential Recovery with Low Block Length.

Balaji Srinivasan Babu, Ganesh R. Kini, P. Vijay Kumar

CoRR, 2018

Clay Codes: Moulding MDS Codes to Yield an MSR Code.

Myna Vajha, Vinayak Ramkumar, Bhagyashree Puranik, Ganesh R. Kini, Elita A. Lobo, Birenjith Sasidharan, P. Vijay Kumar, Alexander Barg, Min Ye, Srinivasan Narayanamurthy, Syed Hussain, Siddhartha Nandi

Proceedings of the 16th USENIX Conference on File and Storage Technologies, 2018

2017

A tight rate bound and a matching construction for locally recoverable codes with sequential recovery from any number of multiple erasures.

Balaji Srinivasan Babu, Ganesh R. Kini, P. Vijay Kumar

Proceedings of the 2017 IEEE International Symposium on Information Theory, 2017

2016

A Bound on Rate of Codes with Locality with Sequential Recovery from Multiple Erasures.

Balaji Srinivasan Babu, Ganesh R. Kini, P. Vijay Kumar

CoRR, 2016