1 citations · 3 across the 4 of their papers we have counts for
4 papers
Multimodal Data Curation Through Ranked Retrieval
Pratyush Muthukumar, Harshil Kotamreddy, Sarah Amiraslani +4
Shared embedding spaces are widely used for multimodal search and data curation. In practice, two problems often limit how well this works. First, embeddings can reflect modality m…
Semi Supervised Meta Learning for Spatiotemporal Learning
Faraz Waseem, Pratyush Muthukumar
We approached the goal of applying meta-learning to self-supervised masked autoencoders for spatiotemporal learning in three steps. Broadly, we seek to understand the impact of app…
Generative Adversarial Imitation Learning for Empathy-based AI
Pratyush Muthukumar, Karishma Muthukumar, Deepan Muthirayan +1
Generative adversarial imitation learning (GAIL) is a model-free algorithm that has been shown to provide strong results in imitating complex behaviors in high-dimensional environm…
A Stochastic Time Series Model for Predicting Financial Trends using NLP
Pratyush Muthukumar, Jie Zhong
Stock price forecasting is a highly complex and vitally important field of research. Recent advancements in deep neural network technology allow researchers to develop highly accur…