6 papers
NAACA: Training-Free NeuroAuditory Attentive Cognitive Architecture with Oscillatory Working Memory for Salience-Driven Attention Gating
Zhongju Yuan, Geraint Wiggins, Dick Botteldooren
Audio provides critical situational cues, yet current Audio Language Models (ALMs) face an attention bottleneck in long-form recordings where dominant background patterns can dilut…
BioOSS: A Bio-Inspired Oscillatory State System with Spatio-Temporal Dynamics
Zhongju Yuan, Geraint Wiggins, Dick Botteldooren
Today's deep learning architectures are primarily based on perceptron models, which do not capture the oscillatory dynamics characteristic of biological neurons. Although oscillato…
A General Close-loop Predictive Coding Framework for Auditory Working Memory
Zhongju Yuan, Geraint Wiggins, Dick Botteldooren
Auditory working memory is essential for various daily activities, such as language acquisition, conversation. It involves the temporary storage and manipulation of information tha…
Oscillatory Hierarchical Reservoirs for Human-like Rhythm Perception and Anticipation
Zhongju Yuan, Geraint Wiggins, Dick Botteldooren
Rhythm is a fundamental aspect of human behaviour, present from infancy and deeply embedded in cultural practices. Rhythm anticipation often occurs before surface event onsets, yet…
A Dynamic Systems Approach to Modelling Human-Machine Rhythm Interaction
Zhongju Yuan, Wannes Van Ransbeeck, Geraint Wiggins +1
In exploring the simulation of human rhythmic perception and synchronization capabilities, this study introduces a computational model inspired by the physical and biological proce…
A novel Reservoir Architecture for Periodic Time Series Prediction
Zhongju Yuan, Geraint Wiggins, Dick Botteldooren
This paper introduces a novel approach to predicting periodic time series using reservoir computing. The model is tailored to deliver precise forecasts of rhythms, a crucial aspect…