Aaron Nicolson
11 papers · 2018–2025 · 4 venues · across top CS/AI venues
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Achievements
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🗺️ Taxonomy Completionist (29) 🏃 Academic Marathon · Sprint 🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Diamond 🧬 Topic Evolution
🗃️
Keyword Collector
(60)
🌈
Renaissance Researcher
(6)
💎
Century Club · Bronze
Venues
Top co-authors
Research topics
Deep Learning
(7)
Machine Learning
(7)
Learning Types
(5)
Healthcare & Medicine
(4)
Natural Language Processing
(4)
Speech & Audio
(4)
Architectures
(4)
Clinical
(4)
Core Methods
(4)
Generation
(4)
Synthesis
(3)
Artificial Intelligence
(2)
Computer Vision
(2)
Application Areas
(2)
Domain-Specific
(2)
Keywords
deep learning
(4)
speech enhancement
(4)
chest x-ray
(2)
speaker identification
(2)
parameter efficiency
(2)
medical imaging
(2)
multimodal language model
(2)
radiology report
(2)
encoder-decoder model
(2)
encoder-decoder architecture
(2)
convolutional neural network
(2)
linear prediction
(1)
image captioning
(1)
saliency mapping
(1)
kalman filter
(1)
signal processing
(1)
multimodal learning
(1)
image generation
(1)
entropy regularization
(1)
attention mechanism
(1)
Papers
AEHRC at BioLaySumm 2025: Leveraging T5 for Lay Summarisation of Radiology Reports
ACL 2025
The Impact of Auxiliary Patient Data on Automated Chest X-Ray Report Generation and How to Incorporate It
ACL 2025
e-Health CSIRO at “Discharge Me!” 2024: Generating Discharge Summary Sections with Fine-tuned Language Models
ACL 2024
e-Health CSIRO at RRG24: Entropy-Augmented Self-Critical Sequence Training for Radiology Report Generation
ACL 2024
DBCE: A Saliency Method for Medical Deep Learning Through Anatomically-Consistent Free-Form Deformations
WACV 2023
e-Health CSIRO at RadSum23: Adapting a Chest X-Ray Report Generator to Multimodal Radiology Report Summarisation
ACL 2023
Temporal Convolutional Network with Frequency Dimension Adaptive Attention for Speech Enhancement
Interspeech 2021
A Deep Learning-Based Kalman Filter for Speech Enhancement
Interspeech 2020
Deep Residual-Dense Lattice Network for Speech Enhancement
AAAI 2020
Sum-Product Networks for Robust Automatic Speaker Identification
Interspeech 2020
Bidirectional Long-Short Term Memory Network-based Estimation of Reliable Spectral Component Locations
Interspeech 2018