Somali Chaterji

Associate Professor, Purdue University

Joined

May 2021

Names

Somali Chaterji (Preferred)

Emails

****@purdue.edu (Confirmed)

Personal Links

Career & Education History

Associate Professor

Purdue University (purdue.edu)

2024 – Present

Advisors, Relations & Conflicts

Postdoc Advisor

Ananth Grama

2014 – 2018

Expertise

deep learning

computer vision

approximate computing

Present

diffusion models

Present

foundation models

Present

Publications

Tiered Gossip Learning: Communication-Frugal and Scalable Collaborative Learning
Atul Sharma, Kavindu Herath, Saurabh Bagchi, Chaoyue Liu, Somali Chaterji
- Submitted to ICLR 2026
- Readers: Everyone
UWYN (Use Only What You Need): Efficient Inferencing in 2D and 3D Vision Transformers
Preeti Mukherjee, Zhuoyan Xu, Yin Li, Somali Chaterji, Chaoyue Liu, Saurabh Bagchi
- Submitted to ICLR 2026
- Readers: Everyone
AdaInf: Adaptive Inference for Resource-Constrained Foundation Models
Zhuoyan Xu, Khoi Duc Nguyen, Preeti Mukherjee, Somali Chaterji, Yingyu Liang, Yin Li
- ES-FoMo-II 2024 Poster
- Readers: Everyone
Kratos: Context-Aware Cell Type Classification and Interpretation Using Joint Dimensionality Reduction and Clustering
Zihan Zhou, Zijia Du, Somali Chaterji
- 12 May 2023
- OpenReview Archive Direct Upload
- Readers: Everyone
Lerna: transformer architectures for configuring error correction tools for short- and long-read genome sequencing
Atul Sharma, Pranjal Jain, Ashraf Mahgoub, Zihan Zhou, Kanak Mahadik, Somali Chaterji
- 12 May 2023 (modified: 12 May 2023)
- OpenReview Archive Direct Upload
- Readers: Everyone
Kuiper: Moderated Asynchronous Federated Learning on Heterogeneous Mobile Devices with Non-IID Data
Dipesh Tamboli, Pranjal Jain, Atul Sharma, Biplab Banerjee, Saurabh Bagchi, Somali Chaterji
- Published: 01 Feb 2023, Last Modified: 13 Feb 2023
- Submitted to ICLR 2023
- Readers: Everyone
P2PRISM - Peer to peer learning with individual prism for secure aggregation
Atul Sharma, Wei Chen, Joshua Christian Zhao, Qiang Qiu, Saurabh Bagchi, Somali Chaterji
- Published: 01 Feb 2023, Last Modified: 13 Feb 2023
- Submitted to ICLR 2023
- Readers: Everyone
Lerna: transformer architectures for configuring error correction tools for short- and long-read genome sequencing
Atul Sharma, Pranjal Jain, Ashraf Mahgoub, Zihan Zhou, Kanak Mahadik, Somali Chaterji
- 2022 (modified: 18 Nov 2022)
- BMC Bioinform. 2022
- Readers: Everyone
WISEFUSE: Workload Characterization and DAG Transformation for Serverless Workflows
Ashraf Mahgoub, Edgardo Barsallo Yi, Karthick Shankar, Eshaan Minocha, Sameh Elnikety, Saurabh Bagchi, Somali Chaterji
- 2022 (modified: 18 Nov 2022)
- SIGMETRICS (Abstracts) 2022
- Readers: Everyone
LiteReconfig: cost and content aware reconfiguration of video object detection systems for mobile GPUs
Ran Xu, Jayoung Lee, Pengcheng Wang, Saurabh Bagchi, Yin Li, Somali Chaterji
- 2022 (modified: 18 Nov 2022)
- EuroSys 2022
- Readers: Everyone

View all 61 publications

Co-Authors

View all 116 co-authors