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Sathiya Keerthi

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LiMAML: Personalization of Deep Recommender Models via Meta Learning

Feb 23, 2024
Ruofan Wang, Prakruthi Prabhakar, Gaurav Srivastava, Tianqi Wang, Zeinab S. Jalali, Varun Bharill, Yunbo Ouyang, Aastha Nigam, Divya Venugopalan, Aman Gupta, Fedor Borisyuk, Sathiya Keerthi, Ajith Muralidharan

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LiRank: Industrial Large Scale Ranking Models at LinkedIn

Feb 10, 2024
Fedor Borisyuk, Mingzhou Zhou, Qingquan Song, Siyu Zhu, Birjodh Tiwana, Ganesh Parameswaran, Siddharth Dangi, Lars Hertel, Qiang Xiao, Xiaochen Hou, Yunbo Ouyang, Aman Gupta, Sheallika Singh, Dan Liu, Hailing Cheng, Lei Le, Jonathan Hung, Sathiya Keerthi, Ruoyan Wang, Fengyu Zhang, Mohit Kothari, Chen Zhu, Daqi Sun, Yun Dai, Xun Luan, Sirou Zhu, Zhiwei Wang, Neil Daftary, Qianqi Shen, Chengming Jiang, Haichao Wei, Maneesh Varshney, Amol Ghoting, Souvik Ghosh

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A Precise Characterization of SGD Stability Using Loss Surface Geometry

Jan 22, 2024
Gregory Dexter, Borja Ocejo, Sathiya Keerthi, Aman Gupta, Ayan Acharya, Rajiv Khanna

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QuantEase: Optimization-based Quantization for Language Models -- An Efficient and Intuitive Algorithm

Sep 05, 2023
Kayhan Behdin, Ayan Acharya, Aman Gupta, Sathiya Keerthi, Rahul Mazumder

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mSAM: Micro-Batch-Averaged Sharpness-Aware Minimization

Feb 19, 2023
Kayhan Behdin, Qingquan Song, Aman Gupta, Ayan Acharya, David Durfee, Borja Ocejo, Sathiya Keerthi, Rahul Mazumder

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Improved Deep Neural Network Generalization Using m-Sharpness-Aware Minimization

Dec 07, 2022
Kayhan Behdin, Qingquan Song, Aman Gupta, David Durfee, Ayan Acharya, Sathiya Keerthi, Rahul Mazumder

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Efficient Algorithms for Global Inference in Internet Marketplaces

Mar 10, 2021
Rohan Ramanath, Sathiya Keerthi, Yao Pan, Konstantin Salomatin, Kinjal Basu

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Image Generation Via Minimizing Fréchet Distance in Discriminator Feature Space

Mar 30, 2020
Khoa D. Doan, Saurav Manchanda, Fengjiao Wang, Sathiya Keerthi, Avradeep Bhowmik, Chandan K. Reddy

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