17 citations · 22 across the 8 of their papers we have counts for
12 papers
Zero-Shot Neural Network Evaluation with Sample-Wise Activation Patterns
Yameng Peng, Andy Song, HaythamM. Fayek +2
Zero-shot proxies, also known as training-free metrics, are widely adopted to reduce the computational overhead in neural network evaluation for scenarios such as Neural Architectu…
Effects of task difficulty and music expertise in virtual reality: Observations of cognitive load and task accuracy in a rhythm exergame
Kyla Ellahiyoun, Emma Jane Pretty, Renan Guarese +3
This study explores the relationship between musical training, cognitive load (CL), and task accuracy within the virtual reality (VR) exergame Beat Saber across increasing levels o…
SWAP-NAS: Sample-Wise Activation Patterns for Ultra-fast NAS
Yameng Peng, Andy Song, Haytham M. Fayek +2
Training-free metrics (a.k.a. zero-cost proxies) are widely used to avoid resource-intensive neural network training, especially in Neural Architecture Search (NAS). Recent studies…
Examining Bias in Opinion Summarisation Through the Perspective of Opinion Diversity
Nannan Huang, Lin Tian, Haytham Fayek +1
Opinion summarisation is a task that aims to condense the information presented in the source documents while retaining the core message and opinions. A summary that only represent…
The Structurally Complex with Additive Parent Causality (SCARY) Dataset
Jarry Chen, Haytham M. Fayek
Causal datasets play a critical role in advancing the field of causality. However, existing datasets often lack the complexity of real-world issues such as selection bias, unfaithf…
Replicability and Transparency for the Creation of Public Human User Video Game Datasets
Emma J. Pretty, Renan Guarese, Haytham M. Fayek +1
Replicability is absent in games research; a lack of transparency in protocol detail hinders scientific consensus and willingness to publish public datasets, impacting the applicat…