Soumi Das

According to our database, Soumi Das authored at least 13 papers between 2019 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Understanding Memorisation in LLMs: Dynamics, Influencing Factors, and Implications.

Till Speicher, Mohammad Aflah Khan, Qinyuan Wu, Vedant Nanda, Soumi Das, Bishwamittra Ghosh, Krishna P. Gummadi, Evimaria Terzi

CoRR, 2024

Towards Reliable Latent Knowledge Estimation in LLMs: In-Context Learning vs. Prompting Based Factual Knowledge Extraction.

Qinyuan Wu, Mohammad Aflah Khan, Soumi Das, Vedant Nanda, Bishwamittra Ghosh, Camila Kolling, Till Speicher, Laurent Bindschaedler, Krishna P. Gummadi, Evimaria Terzi

CoRR, 2024

VTruST: Controllable value function based subset selection for Data-Centric Trustworthy AI.

Soumi Das, Shubhadip Nag, Shreyyash Sharma, Suparna Bhattacharya, Sourangshu Bhattacharya

CoRR, 2024

A Data-Driven Defense Against Edge-Case Model Poisoning Attacks on Federated Learning.

Kiran Purohit, Soumi Das, Sourangshu Bhattacharya, Santu Rana

Proceedings of the ECAI 2024 - 27th European Conference on Artificial Intelligence, 19-24 October 2024, Santiago de Compostela, Spain, 2024

2023

LearnDefend: Learning to Defend against Targeted Model-Poisoning Attacks on Federated Learning.

Kiran Purohit, Soumi Das, Sourangshu Bhattacharya, Santu Rana

CoRR, 2023

Gaussian Kernels Based Network for Multiple License Plate Number Detection in Day-Night Images.

Soumi Das, Palaiahnakote Shivakumara, Umapada Pal, Raghavendra Ramachandra

Proceedings of the Document Analysis and Recognition - ICDAR 2023, 2023

2022

CheckSel: Efficient and Accurate Data-valuation Through Online Checkpoint Selection.

Soumi Das, Manasvi Sagarkar, Suparna Bhattacharya, Sourangshu Bhattacharya

CoRR, 2022

Accurate and Efficient Channel pruning via Orthogonal Matching Pursuit.

Kiran Purohit, Anurag Parvathgari, Soumi Das, Sourangshu Bhattacharya

Proceedings of the Second International Conference on AI-ML Systems, 2022

2021

Convex Online Video Frame Subset Selection using Multiple Criteria for Data Efficient Autonomous Driving.

Soumi Das, Harikrishna Patibandla, Suparna Bhattacharya, Kshounis Bera, Niloy Ganguly, Sourangshu Bhattacharya

CoRR, 2021

Finding High-Value Training Data Subset Through Differentiable Convex Programming.

Soumi Das, Arshdeep Singh, Saptarshi Chatterjee, Suparna Bhattacharya, Sourangshu Bhattacharya

Proceedings of the Machine Learning and Knowledge Discovery in Databases. Research Track, 2021

TMCOSS: Thresholded Multi-Criteria Online Subset Selection for Data-Efficient Autonomous Driving.

Soumi Das, Harikrishna Patibandla, Suparna Bhattacharya, Kshounis Bera, Niloy Ganguly, Sourangshu Bhattacharya

Proceedings of the 2021 IEEE/CVF International Conference on Computer Vision, 2021

2020

Multi-criteria online frame-subset selection for autonomous vehicle videos.

Soumi Das, Sayan Mandal, Ashwin Bhoyar, Madhumita Bharde, Niloy Ganguly, Suparna Bhattacharya, Sourangshu Bhattacharya

Pattern Recognit. Lett., 2020

2019

Map Enhanced Route Travel Time Prediction using Deep Neural Networks.

Soumi Das, Rajath Nandan Kalava, Kolli Kiran Kumar, Akhil Kandregula, Kalpam Suhaas, Sourangshu Bhattacharya, Niloy Ganguly

CoRR, 2019