4 papers
GeoNLI - A Natural Language Interpreter for Satellite Imagery
Ashutosh Gandhe, Anupam Rawat, Geet Sethi +5
Multi-modal multitasking models have shown strong performance on remote sensing datasets. However, because these models are trained on heterogeneous data and vary across tasks, des…
Exploring Re-inforcement Learning via Human Feedback under User Heterogeneity
Sarvesh Shashidhar, Abhishek Mishra, Madhav Kotecha
Re-inforcement learning from human feedback (RLHF) has been effective in the task of AI alignment. However, one of the key assumptions of RLHF is that the annotators (referred to a…
FAIR-MATCH: A Multi-Objective Framework for Bias Mitigation in Reciprocal Dating Recommendations
Madhav Kotecha
Online dating platforms have fundamentally transformed the formation of romantic relationships, with millions of users worldwide relying on algorithmic matching systems to find com…
Subset Selection for Fine-Tuning: A Utility-Diversity Balanced Approach for Mathematical Domain Adaptation
Madhav Kotecha, Vijendra Kumar Vaishya, Smita Gautam +1
We propose a refined approach to efficiently fine-tune large language models (LLMs) on specific domains like the mathematical domain by employing a budgeted subset selection method…