The full list of publications can be found on Google Scholar.
2022
Pruning has a disparate impact on model accuracy
Cuong Tran, Ferdinando Fioretto, Jung-Eun Kim, Rakshit Naidu
NeurIPS 2022
2021
Efficient Hyperparameter Optimization for Differentially Private Deep Learning
Aman Priyanshu, Rakshit Naidu, Fatemehsadat Mireshghallah, Mohammad Malekzadeh
Privacy-Preserving Machine Learning (PPML) workshop, CCS 2021.
When Differential Privacy Meets Interpretability: A Case Study
Rakshit Naidu*, Aman Priyanshu*, Aadith Kumar, Sasikanth Kotti, Haofan Wang, Fatemehsadat Mireshghallah
Extended abstract at Responsible Computer Vision (RCV) workshop, CVPR 2021.
Privacy-Preserving Machine Learning (PPML) workshop, CCS 2021.
Towards Quantifying the Carbon Emissions of Differentially Private Machine Learning
Rakshit Naidu*, Harshita Diddee*, Ajinkya Mulay*, Aleti Vardhan, Krithika Ramesh, Ahmed Zamzam
Socially Responsible Machine Learning (SRML) workshop, ICML 2021.
Benchmarking Differential Privacy and Federated Learning for BERT Models
Priyam Basu*, Tiasa Singha Roy*, Rakshit Naidu, Zumrut Muftuoglu, Sahib Singh, Fatemehsadat Mireshghallah
Machine Learning for Data (ML4DATA) workshop, ICML 2021.
DP-SGD vs PATE: Which Has Less Disparate Impact on Model Accuracy?
Archit Uniyal*, Rakshit Naidu*, Sasikanth Kotti, Patrik Joslin Kenfack, Sahib Singh, Fatemehsadat Mireshghallah, Andrew Trask
Machine Learning for Data (ML4DATA) workshop, ICML 2021.
Privacy-Preserving Machine Learning (PPML) workshop, CCS 2021.
FedPerf: A Practitioners’ Guide to Performance of Federated Learning Algorithms
Ajinkya Mulay*, Baye Gaspard*, Rakshit Naidu*, Santiago Gonzalez-Toral*, Vineeth S*, Tushar Semwal*, Ayush Manish Agrawal
NeurIPS 2020 Workshop on Pre-registration in Machine Learning, PMLR 148:302-324, 2021.
FedPandemic: A Cross-Device Federated Learning Approach Towards Elementary Prognosis of Diseases During a Pandemic
Aman Priyanshu, Rakshit Naidu
Distributed and Private Machine Learning (DPML) and Machine Learning for Preventing and Combating Pandemics (MLPCP) workshops, ICLR 2021.
2020
IS-CAM: Integrated Score-CAM for axiomatic-based explanations
Rakshit Naidu, Ankita Ghosh, Yash Maurya, Shamanth R Nayak K, Soumya Snigdha Kundu
arxiv Preprint.
SS-CAM: Smoothed Score-CAM for Sharper Visual Feature Localization
Haofan Wang*, Rakshit Naidu*, Joy Michael, Soumya Snigdha Kundu
arxiv Preprint.
TeleVital: Enhancing the quality of contactless health assessment
Jithin Sunny, Joel Jogy, Rohan Rout, Rakshit Naidu
arxiv Preprint.