Aaditya Singh

I am a Research Engineer at AWS Rekognition. Previously, I graduated with a Master's in Computer Science at Georgia Tech where I was advised by Prof. Judy Hoffman. My research interests include Self-Supervised Learning and Out-Of-Distribution Robustness.

Earlier, I collaborated with Prof. Atlas Wang and worked on Neural Style Transfer. I did my Bachelor's in Electrical Engineering from IIT Kanpur where I worked with Prof. Vipul Arora on Music Source Separation.

CV | E-mail | Github | Google Scholar | Linkedin

Publications
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[NEW] Benchmarking Low-Shot Robustness to Natural Distribution Shifts
Aaditya Singh*, Kartik Sarangmath*, Prithvijit Chattopadhyay, Judy Hoffman
ICCV 2023
 paper | code | poster

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Adapting Self-Supervised Vision Transformers by Probing Attention-Conditioned Masking Consistency
Viraj Prabhu*, Sriram Yenamandra*, Aaditya Singh, Judy Hoffman
NeurIPS 2022
 paper | code

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SAFIN: Arbitrary Style Transfer with Self-Attentive Factorized Instance Normalization
Aaditya Singh*, Shreeshail Hingane*, Xinyu Gong, Zhangyang Wang
IEEE ICME 2021
paper | code

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An End-to-End Network for Emotion-Cause Pair Extraction
Aaditya Singh*, Shreeshail Hingane*, Saim Wani*, Ashutosh Modi
EACL WASSA 2021 (oral)
paper | code

Affiliations
                   
Indian Insitute of Technology Kanpur
2016-2020		 Samsung R&D Institute
Spring 2019		 IBM Research
Summer 2020 - Summer 2021		 Georgia Tech
Fall 2021 - Spring 2023		 AWS AI Labs
Summer 2023 - present
News
Jul 2023 Paper on Low-Shot Robustness accepted at ICCV 2023.
May 2023 Joined AWS AI Labs as a Research Engineer in the Rekognition team.
May 2023 Graduated with a Master's thesis in Computer Science from Georgia Tech.
Aug 2022 Paper on Self-Supervised Domain Adaptation accepted at NeurIPS 2022.
May 2022 Joined Amazon Web Services AI as a Research Engineer Intern.
Aug 2021 Joined Georgia Tech Master's in Computer Science program.
Mar 2021 Paper on Semantically Aware Style Transfer accepted at ICME 2021.
Feb 2021 Paper on Emotion Cause Pair Extraction accepted at WASSA 2021 as oral presentation.
Aug 2020 Joined IBM Research as a Software Engineer.
May 2018 Joined Samsung R&D Institute as a Summer Intern.
Sept 2017 Received Academic Excellence Award for meritorious performance at IIT Kanpur.

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