90 citations · 93 across the 6 of their papers we have counts for
12 papers
Single Run Action Detector over Video Stream -- A Privacy Preserving Approach
Anbumalar Saravanan, Justin Sanchez, Hassan Ghasemzadeh +2
This paper takes initial strides at designing and evaluating a vision-based system for privacy ensured activity monitoring. The proposed technology utilizing Artificial Intelligenc…
Linear Mode Connectivity in Multitask and Continual Learning
Seyed Iman Mirzadeh, Mehrdad Farajtabar, Dilan Gorur +2
Continual (sequential) training and multitask (simultaneous) training are often attempting to solve the same overall objective: to find a solution that performs well on all conside…
Transfer Learning for Activity Recognition in Mobile Health
Yuchao Ma, Andrew T. Campbell, Diane J. Cook +6
While activity recognition from inertial sensors holds potential for mobile health, differences in sensing platforms and user movement patterns cause performance degradation. Aimin…
Pervasive Lying Posture Tracking
Paratoo Alinia, Ali Samadani, Mladen Milosevic +2
There exist significant gaps in research about how to design efficient in-bed lying posture tracking systems. These gaps can be articulated through several research questions as fo…
Understanding the Role of Training Regimes in Continual Learning
Seyed Iman Mirzadeh, Mehrdad Farajtabar, Razvan Pascanu +1
Catastrophic forgetting affects the training of neural networks, limiting their ability to learn multiple tasks sequentially. From the perspective of the well established plasticit…
Dropout as an Implicit Gating Mechanism For Continual Learning
Seyed-Iman Mirzadeh, Mehrdad Farajtabar, Hassan Ghasemzadeh
In recent years, neural networks have demonstrated an outstanding ability to achieve complex learning tasks across various domains. However, they suffer from the "catastrophic forg…