25 citations · 119 across the 42 of their papers we have counts for
4 papers · 1 filter
Root Cause Explanation of Outliers under Noisy Mechanisms
Phuoc Nguyen, Truyen Tran, Sunil Gupta +2
Identifying root causes of anomalies in causal processes is vital across disciplines. Once identified, one can isolate the root causes and implement necessary measures to restore t…
Learn to Unlearn for Deep Neural Networks: Minimizing Unlearning Interference with Gradient Projection
Tuan Hoang, Santu Rana, Sunil Gupta +1
Recent data-privacy laws have sparked interest in machine unlearning, which involves removing the effect of specific training samples from a learnt model as if they were never pres…
EMOTE: An Explainable architecture for Modelling the Other Through Empathy
Manisha Senadeera, Thommen Karimpanal George, Sunil Gupta +2
We can usually assume others have goals analogous to our own. This assumption can also, at times, be applied to multi-agent games - e.g. Agent 1's attraction to green pellets is an…
Neural-BO: A Black-box Optimization Algorithm using Deep Neural Networks
Dat Phan-Trong, Hung Tran-The, Sunil Gupta
Bayesian Optimization (BO) is an effective approach for global optimization of black-box functions when function evaluations are expensive. Most prior works use Gaussian processes…