7 citations · 10 across the 5 of their papers we have counts for
6 papers
Eventful Transformers: Leveraging Temporal Redundancy in Vision Transformers
Matthew Dutson, Yin Li, Mohit Gupta
Vision Transformers achieve impressive accuracy across a range of visual recognition tasks. Unfortunately, their accuracy frequently comes with high computational costs. This is a…
Image Manipulation via Multi-Hop Instructions -- A New Dataset and Weakly-Supervised Neuro-Symbolic Approach
Harman Singh, Poorva Garg, Mohit Gupta +7
We are interested in image manipulation via natural language text -- a task that is useful for multiple AI applications but requires complex reasoning over multi-modal spaces. We e…
Event Neural Networks
Matthew Dutson, Yin Li, Mohit Gupta
Video data is often repetitive; for example, the contents of adjacent frames are usually strongly correlated. Such redundancy occurs at multiple levels of complexity, from low-leve…
Invisible Perturbations: Physical Adversarial Examples Exploiting the Rolling Shutter Effect
Athena Sayles, Ashish Hooda, Mohit Gupta +2
Physical adversarial examples for camera-based computer vision have so far been achieved through visible artifacts -- a sticker on a Stop sign, colorful borders around eyeglasses o…
Verification of Neural Networks: Specifying Global Robustness using Generative Models
Nathanaël Fijalkow, Mohit Kumar Gupta
The success of neural networks across most machine learning tasks and the persistence of adversarial examples have made the verification of such models an important quest. Several…
In-Memory Database Systems - A Paradigm Shift
Mohit Kumar Gupta, Vishal Verma, Megha Singh Verma
In today world, organizations like Google, Yahoo, Amazon, Facebook etc. are facing drastic increase in data. This leads to the problem of capturing, storing, managing and analyzing…