Jatin Prakash

I am a Research Fellow at Microsoft Research, India (MSRI), where I am advised by Dr. Manik Varma and Dr. Amit Sharma.

I graduated from Indian Insitute of Technology (IIT) Delhi with a Bachelor's in Computer Science and Engineering (CSE). During my undergraduate, I worked with Prof. Chetan Arora.

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Research Interests

I am interested in developing practical methods that make machine learning (ML) systems robust, especially to naturally occurring distribution changes, so that they can be deployed reliably in the real world at large-scales.

Publications
* denotes equal contribution, + denotes signifcant contribution


A Stitch in Time Saves Nine: A Train-Time Regularizing Loss for Improved Neural Network Calibration
Ramya Hebbalaguppe*, Jatin Prakash*, Neelabh Madan*, Chetan Arora
CVPR 2022 Oral (4.2% acceptance rate)
Paper / Code
Enhancing Tail Performance in Extreme Classifiers by Label Variance Reduction
Anirudh Buvanesh*, Rahul Chand*, Jatin Prakash+, Bhawna Paliwal ..., Manik Varma
ICLR 2024
Paper / Reviews
Renee: End-to-end training of extreme classification models
Vidit Jain, Jatin Prakash, Deepak Saini, Jian Jiao, Ramachandran Ramjee, Manik Varma
MLSys 2023
Paper / Code
A Novel Data Augmentation Technique for Out-of-Distribution Sample Detection using Compounded Corruptions
Ramya Hebbalaguppe, Soumya Suvra Ghosal, Jatin Prakash, Harshad Khadilkar, Chetan Arora
ECML-PKDD 2022
Paper / Website / Code