AMLDS 2025

AMLDS 2025 List of Awardees

Best Papers

Label Distribution Learning on Subgraphs

Authors: Yijun Duan, Xin Liu, Steven Lynden, Akiyoshi Matono and Qiang Ma
Presenter: Yijun Duan, Kyoto Institute of Technology, Japan

ACRec: Adaptive Contrastive Learning for Sequential Recommendation Based on Transformer

Authors: Ming-Yen Lin, Jheng-Sing Chen and Sue-Chen Hsueh
Presenter: Ming-Yen Lin, Feng Chia University, Taiwan

Outstanding Papers

Personalized Hand Gesture Recognition Using Few-Shot Learning

Authors: Dale Joshua R. Del Carmen and Rhandley D. Cajote
Presenter: Dale Joshua R. Del Carmen, University of the Philippines

Graph-based Similarity Search for Robust Annotation in Cervical Cytology

Authors: Yasuhiro Iida, Bojan Mrazovac and Yasuo Ishigure
Presenter: Yasuhiro Iida, NTT DATA Romania

Best Student Paper

Simple Detection of AI-Generated Images based on Noise Correlation

Authors: Antoine Mallet, Arthur Méreur, Minoru Kuribayashi, Rémi Cogranne and Patrick Bas
Presenter: Arthur Méreur, Troyes University of Technology, France

Best Oral Presentations

An Efficient Form of Transfer Learning to Generate Mind-Wandering EEG

Authors: Xinyu Li, Marieke van Vugt, Joukje van der Naalt and Natasha Maurits
Presenter: Xinyu Li, University Medical Center Groningen, Netherlands

Unlocking the Future of Injury Prevention: AI-Powered Pose Estimation in Real-Time linked with Biomechanical Simulation

Authors: Sabine Bauer, Ivanna Kramer, Lara Blomenkamp and Dietrich Paulus
Presenter: Sabine Bauer, University Koblenz, Germany

An In-Depth Review of 2D-to-3D Deep Generative Models: from Workflow to Data Analysis

Author: Zimeng Qiu
Presenter: Zimeng Qiu, University of Alberta, Canada

Aspect-Based Sentiment Analysis of FABSA (Feedback Aspect-Based Sentiment Analysis) Dataset using BERT Embeddings and Bidirectional Long Short-Term Memory

Authors: Peter Johan Arkadhira Setiabudi and Faizah
Presenter: Faizah and Peter Johan Arkadhira Setiabudi, Universitas Gadjah Mada, Indonesia

Context-Adaptive Gait Biometrics for Real-Time Continuous Authentication

Authors: Mehdi Mekni, Emmanuel O. Ogunwobi and Shannon C. Russell
Presenter: Mehdi Mekni, University of New Haven, United States

Exploring The Internal Dynamics of Self-organizing Maps for Image Clustering

Authors: Sharon Yalov-Handzel and Nikita Shavit-Dydo
Presenter: Sharon Yalov-Handzel, Afeka Tel-Aviv Academic College of Engineering, Israel

Enhancing Satellite Object Localization with Dilated Convolutions and Attention-aided Spatial Pooling

Authors: Seraj Al Mahmud Mostafa, Chenxi Wang, Jia Yue, Yuta Hozumi and Jianwu Wang
Presenter: Jianwu Wang, University of Maryland, United States

Diversity Learning by Minimizing Construction Error of Ensemble Loss for Bayesian Optimization

Authors: Chuang-Hua Chueh, Yu-Chung Wang, Fu-Chiang Chou, Ying-Feng Chang and Kwei-Jay Lin
Presenter: Chuang-Hua Chueh, Chang Gung University, Taiwan

ACRec: Adaptive Contrastive Learning for Sequential Recommendation Based on Transformer

Authors: Ming-Yen Lin, Jheng-Sing Chen and Sue-Chen Hsueh
Presenter: Ming-Yen Lin, Feng Chia University, Taiwan

Diagnostic and Prescriptive Insights through XGBoost, SHAP and Differential Evolution: Application to Last-Mile Delivery in Portugal

Authors: Emmanuel Addo, Ângela F. Brochado and Eugénio M. Rocha
Presenter: Ângela F. Brochado, University of Aveiro, Portugal

Spatial and Temporal Abstraction in an Intelligent Machine

Authors: Guy B. Olney and Leland E. Olney
Presenter: Guy B. Olney, Olneylabs, LLC, United States

Integration of Explainable Artificial Intelligence and Multimodal Machine Learning for Drivers’ Fitness

Authors: Mobyen Uddin Ahmed, Arnab Barua, Mir Riyanul Islam, Shaibal Barua and Shahina Begum
Presenter: Mobyen Uddin Ahmed, Mälardalen University, Sweden

Recalibrating Retail Recommendations: Enhancing Fairness through Category Distribution and Exposure-Aware Similarity in Smart Vending

Authors: Yi-Hsuan Lee, Shi-Woei Lin and Octavina
Presenter: Shi-Woei Lin, National Taiwan University of Science and Technology, Taiwan

Distracted Driver Classification for Low-computing Power Devices using Simple CNNs

Authors: Long Nguyen and Sukmoon Chang
Presenter: Long Nguyen, Camden County College, United States

An Edge-based Human Activity Recognition in Wearable Systems

Authors: Ethan Neal Capuchino, Kathleen Issandra Tuso, Ron Louis Nierva, Carl Lester Fabian, Nathaniel Orillaza Jr., Marc Rosales, and John Richard Hizon
Presenter: Ethan Neal Capuchino, University of the Philippines, Philippines

Towards Generalisable and Scalable Gait Representation for Healthcare Monitoring

Authors: Sai G.S. Pai, Karolina Minta, Giorgio Colombo, Kai Zhe Tan, Andrea Ferrario, Victor Schinazi, Navrag B. Singh
Presenter: Sai G.S. Pai, Future Health Technologies, Singapore-ETH Centre, Singapore

LightSNN: Lightweight Architecture Search for Sparse and Accurate Spiking Neural Networks

Authors: Yesmine Abdennadher, Giovanni Perin, Riccardo Mazzieri, Jacopo Pegoraro and Michele Rossi
Presenter: Yesmine Abdennadher, University of Padova, Padova, Italy

Efficient Representations for High-Cardinality Categorical Variables in Machine Learning

Author: Zixuan Liang
Presenter: Zixuan Liang, Harrisburg University of Science & Technology, United States

Intent-Driven Access Control List Configuration Based on Large Language Models

Authors: Razi Iqbal and Muhammad Afzaal
Presenter: Razi Iqbal, Central Michigan University, United States

Integrating Frequency-Domain Representations with Low-Rank Adaptation in Vision-Language Models

Authors: Md Azim Khan, Aryya Gangopadhyay, and Jianwu Wang
Presenter: Md Azim Khan, University of Maryland, Baltimore County, United States

Attention-Driven Dual-Level Cost-Sensitive Stacking for Financial Statement Fraud Detection

Authors: Matin N. Ashtiani and Bijan Raahemi
Presenter: Matin N. Ashtiani, University of Ottawa, Canada

Best Poster Presentations

Rethinking Knee Kinematics: Are AI-Bases Pose Estimation Models Really Up to the Task?

Authors: Lara Blomenkamp, Sabine Bauer and Ivanna Kramer
Presenter: Sabine Bauer, University Koblenz, Germany

Bayesian Combined Statistical Decision Limits with Covariates

Authors: Lian Mae Tabien and Michael Daniel Lucagbo
Presenter: Lian Mae Tabien, University of the Philippines, Philippines