CV

Experience

• 2025 - Present
  Lecturer, Artificial Intelligence Program
  BINUS University, School of Computer Science · Jakarta, Indonesia
  Teaching AI courses; building and operating the program's production systems (ML competition platform, quiz portals, interactive teaching tools); supervising a broad range of student projects and national competition teams; researching deep learning for time-series forecasting.
• 2024 - Present
  Curriculum Designer & Developer
  BINUS University · Jakarta, Indonesia
  Designed the core AI curriculum: machine learning, applied NLP, deep learning, computer vision, MLOps, signal processing, and IoT & robotics, including full course outlines, assessment (AoL) design, labs, and lecture series.
• 2025 - Present
  Peer Reviewer, EMACS
  EMACS · International
  Serving as a peer reviewer, reviewing submitted research papers.
• 2026
  ARISE - National Machine Learning Competition
  BINUS University, BeeFest · Jakarta, Indonesia
  Built and coordinated Indonesia's national AI competition platform, evaluating high school teams' agent submissions live and deterministically.
• 2024 - 2026
  ICPC Asia Pacific Official
  International Collegiate Programming Contest (ICPC) · Asia Pacific
  Helped arrange the ICPC Asia Pacific Official event.
• 2025
  AIPLEX: AI Prototype and Logic Exhibition
  BINUS University, BeeFest 2025 · Jakarta, Indonesia
  Coordinated an AI competition for high school students, guiding teams from 97 registrations to the onsite final.
• National selection
  Bangkit Academy
  Google-led career-readiness program · Indonesia
  Selected from more than 63,000 applicants to join Bangkit Academy, the Google-led career-readiness program.

Education

• Summa Cum Laude
  M.S. in Computer Science
  Bina Nusantara University · Jakarta, Indonesia
  Selected for BINUS University's Faculty Development Program (FDP), which funded the degree in full. Graduated with a GPA of 3.95.
• Best graduate
  B.S. in Computer Science
  Bina Nusantara University · Jakarta, Indonesia
  Graduated as the best student of the cohort.

Skills

• Python, SQLite, Bash
• Deep Learning: LSTM, GRU, Transformers (PyTorch)
• ML Systems & MLOps: FastAPI, uvicorn, systemd, cloudflared; self-hosted on a single VPS
• Research & Writing: LaTeX, IEEE format, academic writing

Publications

Emotional Framing Effects on Medical Triage in General-Purpose and Medical-Adapted LLMs

Taslim, S. V., Amethyst, M. G., Tarigan, G. A., Nugroho, K. S., & Pardamean, B. (2026). "Emotional Framing Effects on Medical Triage in General-Purpose and Medical-Adapted LLMs." 2026 International Conference on Intelligent Cybernetics Technology & Applications (ICICyTA).

DR-VERGE: Complementarity-Shift Distillation dan Kuantisasi untuk Grading Retinopati Diabetik pada Fundus Dual-View

Enhancing Cross-Dataset Generalization in Deepfake Detection: A Multi-Source Fine-Tuning Approach with XceptionNet

Yovan, K., Tarigan, G. A., & Sutoyo, R. (2026). "Enhancing Cross-Dataset Generalization in Deepfake Detection: A Multi-Source Fine-Tuning Approach with XceptionNet." 2026 9th International Seminar on Research of Information Technology and Intelligent Systems (ISRITI).

Application of Augmented Reality for Motorcyclist’s Sitting Posture Guidance

Putra, R. D., Kumala, C. D., Salim, J. S., Sutoyo, R., & Tarigan, G. A. (2026). "Application of Augmented Reality for Motorcyclist's Sitting Posture Guidance." 2026 International Conference on Intelligent Cybernetics Technology & Applications (ICICyTA).

A Low Latency Python-Unity Integrated Framework for Real-Time BISINDO Recognition: A Comparative Analysis of Coordinate-Based Deep Learning Architectures

Chandra, V. P., Kwek, W. V., Tjandra, A. A. M., Tarigan, G. A., & Sutoyo, R. (2026). "A Low Latency Python-Unity Integrated Framework for Real-Time BISINDO Recognition: A Comparative Analysis of Coordinate-Based Deep Learning Architectures." The 2nd International Conference on Artificial Intelligence for Sustainability in the Developing World (AISDW2026).

WASPADA (Weapon And Suspicious Pose Alert & Detection Aggregator) to Enhance ATM Security via CCTV

Sutanto, A. A., Pariandika, I. G. W. D., Zefanya, K., Muliana, R. A., Tarigan, G. A., & Samuel (2026). "WASPADA (Weapon And Suspicious Pose Alert & Detection Aggregator) to Enhance ATM Security via CCTV." The 1st International Conference on Computing and Digital Technology (ICoDiT).

An Intelligent Vision-Based System for Automated Short Pants Detection Using MediaPipe Landmark Estimation and MobileNet Classification

Seeing Through Sound: A YOLOv26 and Text-to-Speech Smartphone Navigation System for Visually Impaired People

FAKTA: An Indonesian Hoax Detection System Based on a Hybrid of LSTM, Large Language Models, and Evidence Retrieval

Lightweight Dual-Hand Landmark Recognition for In-Browser Indonesian Sign Language Communication in Video Meetings (BISINDO Bridge)

Real-Time Sitting Posture Detection and Feedback System Using MediaPipe and XGBoost

EfficientNet-B0 with Batch-Hard Triplet Loss Fine-Tuning for Multi-Input Signature Forgery Detection

Sunoto, D. N., Febrianto, Frolentika, Davalynda, J., Sulistiawati, W., & Tarigan, G. A. (2026). "EfficientNet-B0 with Batch-Hard Triplet Loss Fine-Tuning for Multi-Input Signature Forgery Detection." The 1st International Conference on Computing and Digital Technology (ICoDiT).

Multimodal Feature Fusion Framework for Parkinson’s Disease Screening Using Hand Drawing and Keystroke

Comparative Evaluation of CNN, Vision Transformer, and Hybrid Architectures with Grad-CAM Explainability for Vision-Based Malware Classification

Maulina, A., Widhiarto, E., Charisma, R. A., Tarigan, G. A., & Minor, K. A. (2026). "Comparative Evaluation of CNN, Vision Transformer, and Hybrid Architectures with Grad-CAM Explainability for Vision-Based Malware Classification." The 1st International Conference on Computing and Digital Technology (ICoDiT).

Hybrid Deterministic-Generative Framework: Integrating Financial Risk Classification and Narrative-Driven Portfolio Optimization

Wijaya, D., Deviana, F., Jonowidjojo, G., Yap, S. S., Sihombing, T. S., & Tarigan, G. A. (2026). "Hybrid Deterministic-Generative Framework: Integrating Financial Risk Classification and Narrative-Driven Portfolio Optimization." The 1st International Conference on Computing and Digital Technology (ICoDiT).

Comparison of Adaptive Traffic Light Management Systems Using YOLOv8n and YOLO26n

Assessing Nature-Based Solutions for Jakarta Flood Risk Reduction through Integrated Existing and Projected Flood Hazard Mapping

Gunawan, A. A. S., Irwansyah, E., Tarigan, G. A., Tedjasulaksana, J. J., Juliastuti, & Wijayanti, Y. (2026). "Assessing Nature-Based Solutions for Jakarta Flood Risk Reduction through Integrated Existing and Projected Flood Hazard Mapping." Evergreen, 13(3), pp. 1251-1266.

Fake Review Detection on E-Commerce Platforms Using a Hybrid Anomaly Detection Approach: Combining Autoencoder and Isolation Forest

Laychi, S., Karuntu, S. P. A., Sihombing, D. H., Sutoyo, R., & Tarigan, G. A. (2026). "Fake Review Detection on E-Commerce Platforms Using a Hybrid Anomaly Detection Approach: Combining Autoencoder and Isolation Forest." Research Square (preprint).

Skeletal keypoint-based pipeline as a computer vision-based approaches

Tarigan, G. A., Nugroho, K. S., & Pardamean, B. (2026). "Skeletal keypoint-based pipeline as a computer vision-based approaches." Communications in Mathematical Biology and Neuroscience, 2026.

Product sales recommendation system using item-based collaborative and content-based filtering

Harun, J., Yulianto, D., Andrywinata, C., Hermawan, E. S., Pranoto, H., et al. (2025). "Product sales recommendation system using item-based collaborative and content-based filtering." Procedia Computer Science, 269, 1643-1653.

Computer Vision-Based Pose Estimation for Student Engagement Detection: Trends and Challenges

Tarigan, G. A., Elwirehardja, G. N., Nugroho, K. S., & Pardamean, B. (2025). "Computer Vision-Based Pose Estimation for Student Engagement Detection: Trends and Challenges." 2025 7th International Conference on Cybernetics and Intelligent System (ICORIS), pp. 1-5.

Analyzing Indonesian political hoax detection system on social media using deep learning and natural language processing

Prastyapradipta, B., Naoko, K., Himawan, R. A. B., Ibrahim, M. A., & Tarigan, G. A. (2025). "Analyzing Indonesian political hoax detection system on social media using deep learning and natural language processing." Procedia Computer Science, 269, 1742-1751.

Lighter student engagement recognition in a classroom environment using skeletal keypoints

Tarigan, G. A., Elwirehardja, G. N., Nugroho, K. S., & Pardamean, B. (2025). "Lighter student engagement recognition in a classroom environment using skeletal keypoints." IAENG International Journal of Computer Science, 52(6), 1997-2014.

InterQ: a Job Interview Training Platform Using Facial Expression Detection and Answer Scoring

Boer, Y., Permatasari, A. C., Kevin, K., Tarigan, G. A., & Suhartono, D. (2025). "InterQ: a Job Interview Training Platform Using Facial Expression Detection and Answer Scoring." 2025 8th International Seminar on Research of Information Technology and Intelligent Systems (ISRITI), pp. 841-846.

Indonesian Food Detection with YOLO and Calorie Estimation Using Lightweight LLMs

Nasari, M., Tarigan, G. A., Masaling, N. A. P., Joddy, S., & Minor, K. A. (2025). "Indonesian Food Detection with YOLO and Calorie Estimation Using Lightweight LLMs." 2025 8th International Seminar on Research of Information Technology and Intelligent Systems (ISRITI), pp. 784-789.

Ablation study: Calibrated adaptive learning ensemble methodology

Perdana, G. A., Wijaya, I. I., Fahreza, K. A., & Tarigan, G. A. (2025). "Ablation study: Calibrated adaptive learning ensemble methodology." Procedia Computer Science, 269, 993-1001.

Parallelization of LSTM-GRU Architectures for Multivariate Prediction of Stock Prices

Tarigan, G. A., Hermawan, E. S., & Girsang, A. S. (2024). "Parallelization of LSTM-GRU Architectures for Multivariate Prediction of Stock Prices." 2024 International Conference on Information Management and Technology (ICIMTech), pp. 311-315.

Enhancing node classification: Integrating particle swarm optimization with graph convolutional networks

Nasari, M., Pradana, R. C., Tarigan, G. A., Masaling, N. A. P., & Tedjasulaksana, J. J. (2024). "Enhancing node classification: Integrating particle swarm optimization with graph convolutional networks." 2024 International Conference on Intelligent Cybernetics Technology & Applications (ICICyTA), pp. 1239-1243.

Illness Prediction from Oral Symptoms Using Machine Learning with Small Dataset

Tarigan, G. A. (2022). "Illness Prediction from Oral Symptoms Using Machine Learning with Small Dataset." Undergraduate thesis, Universitas Katolik Soegijapranata, Semarang.

Teaching

COMP6987001- Signal Processing

Research Methodology

COMP6984001- Machine Learning Operations

COMP6967001- Internet of Things and Robotics

First Year Program

COSC6051001- Deep Learning

COMP6965001- Applied Natural Language Processing

COMP6966001- Applied Computer Vision

COMP6986001- Artificial Intelligence Solution

COMP6577001- Machine Learning