3 citations · 4 across the 5 of their papers we have counts for
5 papers
Safe Langevin Soft Actor Critic
Mahesh Keswani, Samyak Jain, Raunak P. Bhattacharyya
Balancing reward and safety in constrained reinforcement learning remains challenging due to poor generalization from sharp value minima and inadequate handling of heavy-tailed ris…
Integrating Domain Knowledge for Financial QA: A Multi-Retriever RAG Approach with LLMs
Yukun Zhang, Stefan Elbl Droguett, Samyak Jain
This research project addresses the errors of financial numerical reasoning Question Answering (QA) tasks due to the lack of domain knowledge in finance. Despite recent advances in…
Bonsai: Gradient-free Graph Condensation for Node Classification
Mridul Gupta, Samyak Jain, Vansh Ramani +2
Graph condensation has emerged as a promising avenue to enable scalable training of GNNs by compressing the training dataset while preserving essential graph characteristics. Our s…
Analyzing LLM Usage in an Advanced Computing Class in India
Anupam Garg, Aryaman Raina, Aryan Gupta +10
This study examines the use of large language models (LLMs) by undergraduate and graduate students for programming assignments in advanced computing classes. Unlike existing resear…
Knowledge Graph Representations to enhance Intensive Care Time-Series Predictions
Samyak Jain, Manuel Burger, Gunnar Rätsch +1
Intensive Care Units (ICU) require comprehensive patient data integration for enhanced clinical outcome predictions, crucial for assessing patient conditions. Recent deep learning…