Search Results for author: Sourav Pal

Found 6 papers, 2 papers with code

Variational Sampling of Temporal Trajectories

no code implementations18 Mar 2024 Jurijs Nazarovs, Zhichun Huang, Xingjian Zhen, Sourav Pal, Rudrasis Chakraborty, Vikas Singh

In this work, we introduce a mechanism to learn the distribution of trajectories by parameterizing the transition function $f$ explicitly as an element in a function space.

Out-of-Distribution Detection

Multi Resolution Analysis (MRA) for Approximate Self-Attention

1 code implementation21 Jul 2022 Zhanpeng Zeng, Sourav Pal, Jeffery Kline, Glenn M Fung, Vikas Singh

Transformers have emerged as a preferred model for many tasks in natural langugage processing and vision.

Effective Theory of Inflationary Magnetogenesis and Constraints on Reheating

no code implementations3 Mar 2021 Debaprasad Maity, Sourav Pal, Tanmoy Paul

Effective theory framework based on symmetry has recently gained widespread interest in the field of cosmology.

High Energy Physics - Theory Cosmology and Nongalactic Astrophysics General Relativity and Quantum Cosmology

Visual Attention for Behavioral Cloning in Autonomous Driving

no code implementations5 Dec 2018 Sourav Pal, Tharun Mohandoss, Pabitra Mitra

The first method is a supervised learning approach in which we collect eye-gaze data for the task of driving and use this to train a model for predicting the attention map.

Autonomous Driving

Saliency Prediction for Mobile User Interfaces

no code implementations10 Nov 2017 Prakhar Gupta, Shubh Gupta, Ajaykrishnan Jayagopal, Sourav Pal, Ritwik Sinha

However, given the difference in what constitutes a mobile interface, and the usage context of these devices, we postulate that saliency prediction for mobile interface images requires a fresh approach.

Saliency Prediction

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