no code implementations • 19 Dec 2023 • Phuoc Nguyen, Truyen Tran, Sunil Gupta, Thin Nguyen, Svetha Venkatesh
We then represent the functional form of a target outlier leaf as a function of the node and edge noises.
no code implementations • 15 Dec 2023 • Quang-Duy Tran, Bao Duong, Phuoc Nguyen, Thin Nguyen
One solution to this problem is assuming that cause and effect are generated from a structural causal model, enabling identification of the causal direction after estimating the model in each direction.
1 code implementation • 4 Sep 2023 • Quang-Duy Tran, Phuoc Nguyen, Bao Duong, Thin Nguyen
Score-based approaches in the structure learning task are thriving because of their scalability.
no code implementations • 17 Jan 2023 • Dung Nguyen, Phuoc Nguyen, Hung Le, Kien Do, Svetha Venkatesh, Truyen Tran
Social reasoning necessitates the capacity of theory of mind (ToM), the ability to contextualise and attribute mental states to others without having access to their internal cognitive structure.
no code implementations • 13 May 2022 • Phuoc Nguyen, Truyen Tran, Ky Le, Sunil Gupta, Santu Rana, Dang Nguyen, Trong Nguyen, Shannon Ryan, Svetha Venkatesh
We introduce a conditional compression problem and propose a fast framework for tackling it.
no code implementations • 17 Apr 2022 • Dung Nguyen, Phuoc Nguyen, Hung Le, Kien Do, Svetha Venkatesh, Truyen Tran
Inspired by the observation that humans often infer the character traits of others, then use it to explain behaviour, we propose a new neural ToM architecture that learns to generate a latent trait vector of an actor from the past trajectories.
no code implementations • 17 Apr 2022 • Dung Nguyen, Phuoc Nguyen, Svetha Venkatesh, Truyen Tran
In particular, we train a role assignment network for small teams by demonstration and transfer the network to larger teams, which continue to learn through interaction with the environment.
no code implementations • 20 Sep 2020 • Duc Nguyen, Phuoc Nguyen, Kien Do, Santu Rana, Sunil Gupta, Truyen Tran
These include the capacity of the compact matrix LSTM to compress noisy data near perfectly, making the strategy of compressing-decompressing data ill-suited for anomaly detection under the noise.
no code implementations • 16 Sep 2020 • Dung Nguyen, Svetha Venkatesh, Phuoc Nguyen, Truyen Tran
In psychological game theory, guilt aversion necessitates modelling of agents that have theory about what other agents think, also known as Theory of Mind (ToM).
no code implementations • 18 May 2020 • Phuoc Nguyen, Truyen Tran, Sunil Gupta, Santu Rana, Hieu-Chi Dam, Svetha Venkatesh
Given a target distribution, we predict the posterior distribution of the latent code, then use a matrix-network decoder to generate a posterior distribution q(\theta).
no code implementations • ALTA 2019 • Phuoc Nguyen, Alex Uitdenbogerd, ra
This study introduces a first approximation to readability of English text for VL1, with suggestions for further improvements.
no code implementations • 3 Feb 2018 • Phuoc Nguyen, Truyen Tran, Svetha Venkatesh
The same hold for the bag of treatments.
no code implementations • 22 Dec 2017 • James Sunthonlap, Phuoc Nguyen, Zilong Ye
The Internet of Things (IoT) is continuously growing to connect billions of smart devices anywhere and anytime in an Internet-like structure, which enables a variety of applications, services and interactions between human and objects.
no code implementations • 21 Nov 2017 • Phuoc Nguyen, Truyen Tran, Svetha Venkatesh
The interaction between diseases and treatments at a visit is modeled as the residual of the diseases minus the treatments.
no code implementations • 17 Jul 2017 • Phuoc Nguyen, Truyen Tran, Svetha Venkatesh
At the reasoning layer, evidences across time steps are weighted and combined.
no code implementations • 26 Jul 2016 • Phuoc Nguyen, Truyen Tran, Nilmini Wickramasinghe, Svetha Venkatesh
On top of the sequence is a convolutional neural net that detects and combines predictive local clinical motifs to stratify the risk.