The 23rd Australasian Data Science and Machine Learning Conference (AusDM'25)

Brisbane, Australia | 26-28 November 2025

The list of accepted papers

Research Track

No.4


Multi-Faceted Content Representation: An Adaptive Framework for Comprehensive Textual Insight

Chintan Rajesh Pamnani and Parth Kapadia

No.14


DAARA: Divergence-Aware Attention for Robust Aggregation in Federated Learning Against Poisoning Attacks

Md Palash Uddin, Mahmdul Hasan and Yong Xiang

No.15


Understanding the Asymmetric Impact of Forecast Accuracy on Decision Quality

Mahdi Abolghasemi and Richard Bean

No.22


Fusing Deep Object Detectors via Spatial Heatmap-Based Relevance Modeling

Anqi Xiong, Yuefeng Li, Yanming Feng, Xiaohui Tao and Jianming Yong

No.29


WaveFSL: Wave Interference-Based Meta-Learning for Few-Shot Cross-Modality Traffic Forecasting

Abdul Fofanah, Lian Wen, David Chen, Shaoyang Zhang and Alpha Kamara

No.34


FedMOAR: Multi-Objective Adaptive Regularization for Fair and Efficient Federated Learning

Mahmudul Hasan, Md Palash Uddin, Yong Xiang, John Yearwood and Longxiang Gao

No.35


CarDamageEval: Benchmark Evaluation of Car Damage Assessment Using Vision Language Models

Md Jahid Hasan, Cong Kha Nguyen, Yee Ling Boo, Hamed Jahani and Kok-Leong Ong

No.38


Sketching Uncertainty: Novel Approaches to Streaming Quantile Estimation in Financial Markets

Quang-Vinh Dang

No.43


Unveiling Reliability in Multi-Omics Classification: Fusion, Calibration, and Dynamic Scaling

Dang Khoa Nguyen, Duoyi Zhang, Md Abul Bashar and Richi Nayak

No.46


Stability Evaluation of Clusterings Across Time

Sergej Korlakov, Nina A. Liebrand and Stefan Conrad

No.48


ETCOD: Embedding-Based Anomaly Detection and LLM-Driven Validation Framework for Knowledge Graphs

Thi Thuy Nga Nguyen, Asara Senaratne and Leelanga Seneviratne

No.50


Regularizing StyleGAN with Inter-Resolution Residual Pattern Consistency via a Laplacian Pyramid

Takahiro Koide and Keisuke Kameyama

No.54


Top-k Ranking with Exact Positional Fairness

Nina A. Liebrand and Stefan Conrad

No.63


Mixup and Local-FOMA based Two-Phase Manifold Augmentation in Image Classification

Takumi Shirahama and Keisuke Kameyama

No.65


BARE: Boundary-Aware with Resolution Enhancement for Tree Crown Delineation

Attavit Wilaiwongsakul, Bin Liang, Wenfeng Jia, Bryan Zheng and Fang Chen

No.66


Evaluating Structural Preprocessing in RAG for Academic Curriculum Applications

Gizem Intepe, Yingtong Liang and Laurence Park

No.72


Integrating Vision Transformers and Autoencoders for Interpretable Cancer Risk Assessment

Ahmad Hussein, Mukesh Prasad, Ali Anaissi and Ali Braytee

No.82


From Burst to Routine: Mining Time-Compact Patterns from Sequential Dataset

Khanh Luong, Daniel Angus, Yufan Kang, Abdul Obeid and Dan Tran

No.89


LightSkinNet: Lightweight CNN with Attention for Accurate, Mobile-Efficient Multiclass Skin Lesion Classification

F M Javed Mehedi Shamrat, Xujuan Zhou, Mohd Yamani Idna Idris, Raj Gururajan and Ka Ching Chan

No.90


DriftSense: Adaptive Drift Detection with Incremental Hoeffding Trees for Real-Time Spatial Crowdsourcing

Md Mujibur Rahman, Quazi Mamun, Michael Bewong and Md Zahidul Islam

No.91


A Parameter-free Method Tuning for Multi-scale Wildfire Images Retrieval Task

Yue Zhang

No.92


NeuroPhysNet: A FitzHugh-Nagumo-Based Physics-Informed Neural Network Framework for Electroencephalograph (EEG) Analysis and Motor Imagery Classification

Zhenyu Xia, Xinlei Huang, Yuantong Gu and Suvash Saha

No.95


A DenseNet-YOLOv8 Fusion Model for Intelligent Parasite Egg Detection and Classification

Muhammad Bilal Zia, Xujuan Zhou, Raj Gururajan and Ka Ching Chan

No.99


Dynamic Meta-Learning Ensemble for Financial Forecasting

Hanxue Yao and Irena Koprinska

No.100


Evaluating Multimodal Clinical Classification with Real and GAN generated Synthetic Data

Suchit Patel, Manik Gupta and Mei-Tai Chu

Application Track

No.11


An AI-Driven Framework for Real-Time Reporting and Identification of Lost Cats

Dezhou Zhang, Xiaodan Dong and Weidong Huang

No.24


Effective Missing-Data Imputation for Time Series with Seasonality and Causality

Devesh Bhogal, Yanchang Zhao, Reena Kapoor, Tapas Biswas, Peter Toscas and Klaus Joehnk

No.25


Advancing Atayal Language Preservation with AI-Driven Multimodal Speech and Text Processing

Jia-Lien Hsu and Wei-Yuan Li

No.30


Benchmarking Preprocessing and Integration Methods in Single-Cell Genomics

Ali Anaissi, Seid Miad Zandavi, Weidong Huang, Junaid Akram, Basem Suleiman, Ali Braytee and Jie Hua

No.31


Towards Automated Differential Diagnosis of Skin Diseases Using Deep Learning and Imbalance-Aware Strategies

Ali Anaissi, Ali Braytee, Weidong Huang, Junaid Akram, Alaa Farhat and Jie Hua

No.33


UniCausal: A Unified Approach to Causal Discovery from Hybrid Industrial Time Series and Events

Zhen Zhao, Brian Erickson, Shantanu Chakraborty and Wei Liu

No.47


Dynamic Source Code Vulnerability Characteristics Selection for Enhanced Vulnerability Discover

Abdur Rehman Khan, Yue Xu and Yuefeng Li

No.56


Causal Recommendation Method for Personalised Chemotherapy Optimisation in Breast Cancer

Tuyen Vu, Thuc Duy Le, Ha Xuan Tran, Lin Liu, Jiuyong Li and Jia Tina Du

No.74


Machine Learning for Traffic Accident Prediction: Integrating Spatial and Behavioral Data for Road Safety Insights

Sudarat Sukjaroen, Xiaodan Dong, S.T. Boris Choy and Weidong Huang

No.77


Modelling Financial Time Series of Returns and Covariance Matrices Using Time-Space Transformers

Xiaodan Dong, Kittituch Wongwatcharapaiboon, Sugi Guanjing Lee, Jennifer S.K. Chan and Weidong Huang

No.79


Evaluating Cross-Lingual Classification Strategies Enabling Topic Discovery for Multilingual Social Media Data

Deepak Uniyal, Md Abul Bashar and Richi Nayak

No.83


Visionary: Enhancing Visual Context for the Visually Impaired

Pranav Powar and Amit Agarwal

No.94


Temporal Fusion of Biophysical and Climate Data: A Data-Driven Hybrid Learning Approach for Short-Term Aboveground Biomass Forecasting

Han Xu, Thirunavukarasu Balasubramaniam and Richi Nayak

No.101


Precision to Costing: Budgeted Modelling for Customer Contact Prediction

Ho Sing Tin, Richi Nayak and Darren Wraith

No.102


Defining Responsible AI: Contextual Insights Powered by LLMs

Lucky Atamhenwan, Sangeetha Kutty and Lily D Li