AMLDS 2026 List of Awardees

Best Paper

LTP-ViT: Lightweight Token Pre-Pruning for Low-Latency Vision Transformer Inference
Presenter: Jun-Sung Kim, Hanyang University, South Korea

Outstanding Papers

IllumiNet: Illumination Enhancement Based on Joint Perception for Car Detection
Presenter: Vian Sebastian Bromokusumo, Universitas Gadjah Mada, Indonesia

Unsupervised Anomaly Scoring Method based on Interpretation of Self-Organizing Maps
Presenter: Niko Uremović, University of Maribor, Slovenia

Best Student Paper

Multimodal Synthetic Fraud Detection Using Cross-Modal Deep Learning for Video, Speech, and Text Analysis
Presenter: Ponkarun Ariyawong, Science-Math, Triam Udom Suksa School, Thailand

Best Oral Presentations

Measuring Task Difficulty via Information Cost
Presenter: George D. Montañez, Harvey Mudd College, USA

The Neutral Buffer State: Trinary Logic Advantage in Branching Ratio Stability for Continuous-Time Networks
Presenters: David Vivancos, Artificiology Research & Qubic Scientific Research Lab, Spain
                   Jose Sanchez, UNIR University & Qubic Scientific Research Lab, Spain

Deep Learning-Based Change Detection in Remote Sensing: Siamese U-Net Hybrid Approach
Presenter: Ramyashree, Manipal Institute of Technology, Manipal Academy of Higher Education, India

Low-Complexity Dual-Path Cross-Attention Fusion Model for Real-Time Atrial Fibrillation Recognition
Presenter: Oscal Tzyh-Chiang Chen, National Chung Cheng University, Taiwan

LTP-ViT: Lightweight Token Pre-Pruning for Low-Latency Vision Transformer Inference
Presenter: Jun-Sung Kim, Hanyang University, South Korea

Application of a Multiplex Framework-enhanced Graph Isomorphism Network on the Prediction of Molecular Affinity on Epoxide Hydrolase-2
Presenter: Chawin Tansrisook, Chiang Mai University, Thailand

Role-Aware Tripartite Graph Learning for Inductive Recommendation in Live Streaming
Presenter: Mao-Chen Chu, National Chengchi University, Taiwan

Unsupervised Anomaly Scoring Method based on Interpretation of Self-Organizing Maps
Presenter: Niko Uremović, University of Maribor, Slovenia

Toward Onboard Cloud Detection: Evaluating Tree-based Classifiers for Resource- Constrained Satellite Deployment
Presenter: Steven S. Sison, University of the Philippines, Philippines

Introducing Echo Networks for Computational Neuroevolution
Presenter: Christian Kroos, Fraunhofer Institute for Integrated Circuits, IIS / Germany

Financial Time-Series Forecasting with News-Based Features
Presenter: Wei-Lun Lin, Feng Chia University, Taiwan

A Hybrid Approach to Machine Learning and Hyperdimensional Computing in Human Activity Recognition
Presenter: Ethan Neal Capuchino, UP Diliman Electrical and Electronics Engineering Institute, Philippines

Evidence Graph Consistency in Retrieval-Augmented Generation: A Model Dependent Analysis of Hallucination Detection
Presenter: Jianru Shen, University of Montana, USA

Plant Doctor: A Context-Aware Multimodal AI Agent
Presenter: Mohit Aggarwal, Yours Truly Inc., USA

Hybrid Data Clustering with Derivative Information
Presenter: Boubacar Diallo, CNAM (CEDRIC, MSDMA), France

Stacking Deep Learning Structure with Focal Loss For Breast Cancer Image Diagnosis
Presenter: Jiawei Zhang, PRA Group (Nasdaq: PRAA), USA

Hardware-Free Cognitive Adaptation for Reading Difficulty: A Contextual Bandit Approach with Linguistic Proxy-Based Cognitive Load Modelling
Presenter: Lakidu Haputhanthri, Robert Gordon University, Sri Lanka

Hybrid Predictive Analytics for Crime Trends: Combining Random Forest and Stacked-LSTM for Multi-Temporal Forecasting
Presenter: Cherry Anne Espino, STI West Negros University, Philippines

Best Poster Presentations

Hybrid CNN-Transformer Architecture for Mass Classification
Presenter: Yasmeen Abdelrahman, University of Greenwich, United Kingdom

Hybrid Deep-Learning Framework for Position-Dependent Disturbance Identification in PMLSM: Physical Initialization and Nyquist-Based Hyperparameter Optimization
Presenter: Syh-Shiuh Yeh, National Taipei University of Technology, Taiwan