Soumya Suvra Ghosal
I am a first-year Ph.D. student in the CS dept at the University of Maryland, College Park. I am fortunate to be advised by Prof. Dinesh Manocha. Prior to this, I completed my Master's in Computer Science at the University of Wisconsin-Madison, where I was lucky to be advised by Prof. Sharon Li. I am broadly interested in the domain of Multi-Modal Learning, Robust Deep Learning, and Trustworthy AI. Specifically, I am interested in solving a critical question: How to make deep-learning models more reliable and robust when deployed in the wild?
I am currently looking for research internships for Summer 2024. Please get in touch if you have any open positions.
Last Updated: 31 October, 2023
Education
University of Maryland, College Park
University of Wisconsin, Madison
National Institute of Technology Durgapur, India
News
| • 08/2023 | Joined CS PhD program at University of Maryland College-Park. |
| • 08/2023 | Joined GAMMA lab under supervision of Prof. Dinesh Manocha. |
| • 09/2023 | Paper on "Are Vision Transformers Robust to Spurious Correlations?" accepted by International Journal of Computer Vision (IJCV). |
| • 10/2023 | Our latest survey paper on "Towards Possibilities & Impossibilities of AI-generated Text Detection: A Survey" is on arXiv. |
| • 12/2023 | Our latest work on Out-of-Distribution got accepted to AAAI 2024 . Thanks to my amazing collaborators Yiyou Sun and Sharon Li ! |
| • 12/2023 | Our survey paper "A Survey on the Possibilities & Impossibilities of AI-generated Text Detection" got accepted to TMLR . |
Publications
Journal Papers
A Survey on the Possibilities & Impossibilities of AI-generated Text Detection
Soumya Suvra Ghosal, Souradip Chakraborty, Jonas Geiping, Furong Huang, Dinesh Manocha, Amrit Bedi [ Paper ]
Are Vision Transformers Robust to Spurious Correlations?
Conference Papers
How to Overcome Curse-of-Dimensionality for Out-of-Distribution Detection?
Soumya Suvra Ghosal*, Yiyou Sun*, Yixuan Li [ Paper ]
Distributionally Robust Optimization with Probabilistic Group (Oral)
Soumya Suvra Ghosal, Yixuan Li [ Paper ]
A Novel Data Augmentation Technique for Out-of-Distribution Sample Detection using Compounded Corruptions (Research Track)
Ramya S. Hebbalaguppe*, Soumya Suvra Ghosal*, Jatin Prakash, Harshad Khadilkar, Chetan Arora [ Paper ]
Workshop Papers
Are Vision Transformers Robust to Spurious Correlations?
Soumya Suvra Ghosal, Yifei Ming, Yixuan Li [ Paper ]
Awards and Fellowships
- Awarded Dean's Fellowship of 2500$ at University of Maryland College Park.
- Awarded travel grant of 500$ for attending AAAI 2023.
- Awarded CS Dept. Graduate Fellowship, 2021 at UW-Madison.
- MITACS Globalink Research Internship: I was awarded the Mitacs Globalink Research Internship in 2019, through which I received a stipend of approx. 8000 CAD for a period of 84 days and the opportunity to perform research work in Ecole Polytechnique de Montreal under the supervision of Prof. Issmail El Hallaoui.
- DAAD WISE Research Internship : I was selected for DAAD WISE research internship in 2019 to perform cutting-edge research in University of Kiel, Germany. (Declined)
- Summer Research Fellowship Programme: I was selected for Summer Research Fellowship Programme 2019 jointly organized by Indian Academy of Sciences (Bengaluru) , Indian National Science Academy (New Delhi) and The National Academy of Sciences (Prayagraj). (Declined)
Services
- Reviewer for CVPR 24, CVPR 23, ICLR 23, ECCV 22 (Sub-reviewer).
- Teaching Assistant for Data Programming-1 (CS220), Spring 2022 at UW-Madison.
- Teaching Assistant for Data Programming-1 (CS220), Fall 2021 at UW-Madison.
JOY GURU !
I am a disciple of Sree Sree Thakur Anukul Chandra . Here are some inspiring quotes of Thakur Anukul Chandra:
- " You are for the Lord
Not for others,
You are for the Lord
and so for others. "
-- Sree Sree Thakur Anukulchandra - " Serve as much as you are able,
But take care you have no desire
to be served. "
-- Sree Sree Thakur Anukulchandra - " Do never die
nor cause death
but resist death
to death. "
-- Sree Sree Thakur Anukulchandra
Here is a short biography of Thakur Anukul Chandra written by Ray A. Hauserman.