no code implementations • 5 Jan 2021 • Giorgio Valentini, Elena Casiraghi, Luca Cappelletti, Vida Ravanmehr, Tommaso Fontana, Justin Reese, Peter Robinson
We introduce a set of algorithms (Het-node2vec) that extend the original node2vec node-neighborhood sampling method to heterogeneous multigraphs, i. e. networks characterized by multiple types of nodes and edges.
3 code implementations • 24 Nov 2020 • Peter Robinson, Raghavendra Ramesh
The General Purpose Atomic Crosschain Transaction protocol allows composable programming across multiple Ethereum blockchains.
Cryptography and Security
1 code implementation • 19 May 2020 • Peter Robinson
Atomic Crosschain Transaction technology allows composable programming across permissioned Ethereum blockchains.
Cryptography and Security
2 code implementations • 19 May 2020 • Peter Robinson, Raghavendra Ramesh
Existing atomic cross-blockchain function call protocols are Blockchain Layer 1 protocols, which require changes to the blockchain platform software to operate.
Cryptography and Security
1 code implementation • 28 Feb 2020 • Peter Robinson, Raghavendra Ramesh, John Brainard, Sandra Johnson
Atomic Crosschain Transaction technology allows composable programming across private Ethereum blockchains.
Cryptography and Security
no code implementations • 5 Dec 2019 • J. Luc Peterson, Ben Bay, Joe Koning, Peter Robinson, Jessica Semler, Jeremy White, Rushil Anirudh, Kevin Athey, Peer-Timo Bremer, Francesco Di Natale, David Fox, Jim A. Gaffney, Sam A. Jacobs, Bhavya Kailkhura, Bogdan Kustowski, Steven Langer, Brian Spears, Jayaraman Thiagarajan, Brian Van Essen, Jae-Seung Yeom
With the growing complexity of computational and experimental facilities, many scientific researchers are turning to machine learning (ML) techniques to analyze large scale ensemble data.
2 code implementations • 5 Oct 2019 • Sam Ade Jacobs, Brian Van Essen, David Hysom, Jae-Seung Yeom, Tim Moon, Rushil Anirudh, Jayaraman J. Thiagaranjan, Shusen Liu, Peer-Timo Bremer, Jim Gaffney, Tom Benson, Peter Robinson, Luc Peterson, Brian Spears
Training deep neural networks on large scientific data is a challenging task that requires enormous compute power, especially if no pre-trained models exist to initialize the process.
1 code implementation • 26 Apr 2019 • Peter Robinson, David Hyland-Wood, Roberto Saltini, Sandra Johnson, John Brainard
Ethereum Private Sidechains is a private blockchain technology which allows many blockchains to be operated in parallel.
Cryptography and Security
1 code implementation • 7 Mar 2019 • Peter Robinson, John Brainard
Existing solutions offering pinning to the public blockchain would reveal the transaction rate of the private blockchain, and do not provide a mechanism to contest the validity of a pin.
Cryptography and Security
no code implementations • 27 Apr 2017 • Erroll Wood, Tadas Baltrusaitis, Louis-Philippe Morency, Peter Robinson, Andreas Bulling
We present GazeDirector, a new approach for eye gaze redirection that uses model-fitting.
no code implementations • 16 Nov 2015 • Heng Yang, Xuhui Jia, Chen Change Loy, Peter Robinson
In this paper, we carry out a rigorous evaluation of these methods by making the following contributions: 1) we proposes a new evaluation metric for face alignment on a set of images, i. e., area under error distribution curve within a threshold, AUC$_\alpha$, given the fact that the traditional evaluation measure (mean error) is very sensitive to big alignment error.
no code implementations • 16 Sep 2015 • Heng Yang, Renqiao Zhang, Peter Robinson
Furthermore, we study the impact of training data imbalance on model performance and propose a training sample augmentation scheme that produces more initialisations for training samples from the minority.
1 code implementation • 11 Jul 2015 • Heng Yang, Wenxuan Mou, Yichi Zhang, Ioannis Patras, Hatice Gunes, Peter Robinson
In this paper we propose a supervised initialization scheme for cascaded face alignment based on explicit head pose estimation.
no code implementations • ICCV 2015 • Erroll Wood, Tadas Baltrusaitis, Xucong Zhang, Yusuke Sugano, Peter Robinson, Andreas Bulling
Images of the eye are key in several computer vision problems, such as shape registration and gaze estimation.
no code implementations • 24 Mar 2014 • Björn Schuller, Erik Marchi, Simon Baron-Cohen, Helen O'Reilly, Delia Pigat, Peter Robinson, Ian Daves
Individuals with Autism Spectrum Conditions (ASC) have marked difficulties using verbal and non-verbal communication for social interaction.