Aaditya Singh

I am a Research Engineer at AWS AI Rekognition. Most recently, I have worked on the Content Moderation and Face Liveness projects. I did my Master's in Computer Science at Georgia Tech where I was advised by Prof. Judy Hoffman and worked on generalization to distribution shifts and self-supervised learning.

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

[NEW] Robustness preserving fine-tuning using neuron importance
Guangrui Li, Rahul Duggal, Aaditya Singh, Kaustav Kundu, Bing Shuai, Jonathan Wu
ECCV 2024
paper

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

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

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

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 2024	Paper on Robust fine-tuning accepted at ECCV 2024.
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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