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Aditya Ranganath
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2020 – today
- 2025
- [i1]Aditya Ranganath, Mukesh Singhal, Roummel F. Marcia:
Symmetric Rank-One Quasi-Newton Methods for Deep Learning Using Cubic Regularization. CoRR abs/2502.12298 (2025) - 2024
- [c9]Aditya Ranganath, Irabiel Romero Ruiz, Mukesh Singhal, Roummel F. Marcia:
Quasi-Adam: Accelerating Adam Using Quasi-Newton Approximations. ICMLA 2024: 753-759 - 2023
- [b1]Aditya Ranganath:
Optimization for machine learning: Memory-efficient and tractible solutions to large-scale non-convex systems. University of California, Merced, USA, 2023 - 2022
- [c8]Pooya Tavallali, Vahid Behzadan, Azar Alizadeh, Aditya Ranganath, Mukesh Singhal:
Adversarial Label-Poisoning Attacks and Defense for General Multi-Class Models Based on Synthetic Reduced Nearest Neighbor. ICIP 2022: 3717-3722 - [c7]Aditya Ranganath, Omar DeGuchy, Fabian Santiago, Mukesh Singhal, Roummel F. Marcia:
Recurrent Nerual Imaging: An Evolutionary Approach for Mixed Possion-Gaussian Image Denoising. ICMLA 2022: 484-489 - [c6]Jason Van Tuinen, Aditya Ranganath, Goran Konjevod, Mukesh Singhal, Roummel F. Marcia:
Novel Adversarial Defense Techniques for White-Box Attacks. ICMLA 2022: 617-622 - [c5]Azar Alizadeh, Mukesh Singhal, Vahid Behzadan, Pooya Tavallali, Aditya Ranganath:
Stochastic Induction of Decision Trees with Application to Learning Haar Trees. ICMLA 2022: 825-830 - [c4]Azar Alizadeh, Pooya Tavallali, Vahid Behzadan, Aditya Ranganath, Mukesh Singhal:
A Novel Approach for Synthetic Reduced Nearest-Neighbor Leveraging Neural Networks. ICMLA 2022: 831-836 - [c3]Boaz Ilan, Aditya Ranganath, Jacqueline Alvarez, Shilpa Khatri, Roummel F. Marcia:
Interpretability of ReLU for Inversion. ICMLA 2022: 1190-1195 - 2021
- [c2]Aditya Ranganath, Omar DeGuchy, Mukesh Singhal, Roummel F. Marcia:
Multi-Stage Gaussian Noise Reduction with Recurrent Neural Networks. ACSCC 2021: 135-139 - [c1]Aditya Ranganath, Omar DeGuchy, Mukesh Singhal, Roummel F. Marcia:
Second-Order Trust-Region Optimization for Data-Limited Inference. EUSIPCO 2021: 2059-2063
Coauthor Index
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