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Proceedings of Machine Learning Research

Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research Proceedings of Machine Learning Research
Proceedings of Machine Learning Research
PMLR · 2026-06-30 · via Proceedings of Machine Learning Research

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Volume 319: IndabaX Nigeria Conference, 11-14 May 2026, University of Ibadan, Ibadan, Nigeria

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Editors: Sakinat Folorunso, Roseline Ogundokun, Francisca Oladipo

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Preface: Proceedings of IndabaX Nigeria 2026

; Proceedings of IndabaX Nigeria 2026: Building Scalable AI That Works: From Research to Deployment in Resource-Constrained Environments, PMLR 319:i-vi

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Characterising the Nigerian Stock Exchange for Machine Learning-Based Portfolio Research: An Empirical Analysis of Return Distributions, Volatility Dynamics, Liquidity, and Correlation Structure

Nnamdi A. Isichei, Kehinde Oduwole; Proceedings of IndabaX Nigeria 2026: Building Scalable AI That Works: From Research to Deployment in Resource-Constrained Environments, PMLR 319:1-15

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Bridging the Domain Gap: Transfer Learning and Aggressive Fine-Tuning for Robust Plant Disease Detection in Low-Resource African Agriculture

Sunday Aspita Abraham, Abidemi Adeniyi, Qurrat Ul Ain Mughal, Odunayo Olanloye; Proceedings of IndabaX Nigeria 2026: Building Scalable AI That Works: From Research to Deployment in Resource-Constrained Environments, PMLR 319:16-25

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Defending Against Text-Based Social Engineering Attacks Using Federated Adversarial Learning

Emdadul Haque Iram, Navid Nahiyan, Musfika Jahan, Md. Nazmul Hasan; Proceedings of IndabaX Nigeria 2026: Building Scalable AI That Works: From Research to Deployment in Resource-Constrained Environments, PMLR 319:26-36

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EDAIL-EduAI-NG: Benchmarking Educator AI Readiness for Scalable Deployment in Low-Resource Classrooms

Oluwakemi D. Olurinola, Sakinat Folorunso, Patrick Owor; Proceedings of IndabaX Nigeria 2026: Building Scalable AI That Works: From Research to Deployment in Resource-Constrained Environments, PMLR 319:37-50

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Efficient Forecasting of Economic Indicators Using Lightweight Time Series Models in Resource-Constrained Environments

Ahmad Oladunjoye, Precious Akindotuni; Proceedings of IndabaX Nigeria 2026: Building Scalable AI That Works: From Research to Deployment in Resource-Constrained Environments, PMLR 319:51-61

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Development of an Enhanced Machine Learning Model for Deception Detection Leveraging Facial Action Units and Linguistic Features

Adetoye Oluwatoyin Adedokun, Adebola K. Ojo; Proceedings of IndabaX Nigeria 2026: Building Scalable AI That Works: From Research to Deployment in Resource-Constrained Environments, PMLR 319:62-73

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FedFairGNN: A Privacy-Preserving and Fairness-Aware Federated Graph Neural Network for Fraud Detection

Quang-Vinh Dang, Ngoc-Son-An Nguyen; Proceedings of IndabaX Nigeria 2026: Building Scalable AI That Works: From Research to Deployment in Resource-Constrained Environments, PMLR 319:74-86

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LinguaTriage: Cross-Lingual Transfer and African Language Pretraining for Low-Resource Medical Triage in Lingala

Patrick S. Tenga, Mohamed A. Kholief; Proceedings of IndabaX Nigeria 2026: Building Scalable AI That Works: From Research to Deployment in Resource-Constrained Environments, PMLR 319:87-100

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Towards Trustworthy Email Phishing Detection: Integrating Multi-Modal Deep Learning, Federated Learning, and Explainable AI

Adetoye A. Adeyemo, Ozichi Emuoyibofarhe, Adeyinka Abiodun, James Adegboye, Sunday Ajagbe; Proceedings of IndabaX Nigeria 2026: Building Scalable AI That Works: From Research to Deployment in Resource-Constrained Environments, PMLR 319:101-117

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YOLOv11-Based Deep Learning System for Accurate and Real-Time Tomato Disease Classification

Isaac Oluwafemi Elesemoyo, Emmanuel Adeniyi, Adedoyin Oyebade, Yusuf Faruk; Proceedings of IndabaX Nigeria 2026: Building Scalable AI That Works: From Research to Deployment in Resource-Constrained Environments, PMLR 319:118-130

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ORIN-Lyrics: A Multilingual Nigerian Song Lyrics Dataset and Baseline for Efficient Language Detection

Sakinat O. Folorunso, Oluwagbenga Odunsi, Ayodele David, Daniel Olaleye, Fatimah Salami, Oluwakemi Giwa; Proceedings of IndabaX Nigeria 2026: Building Scalable AI That Works: From Research to Deployment in Resource-Constrained Environments, PMLR 319:131-143

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Detecting Phishing Emails in Nigerian Pidgin English Using a Dialect-Aware and Behavioural NLP Model

Zubaida Muhtar Alhassan; Proceedings of IndabaX Nigeria 2026: Building Scalable AI That Works: From Research to Deployment in Resource-Constrained Environments, PMLR 319:144-154

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Machine Learning Prediction of Groundwater Contamination Vulnerability Using Hydrogeophysical Indicators in Ibadan

Oluwakemi Omolara Olukayode, Sakinat Folorunso, Olateju Bayewu, Odunayo Ojo, David Olukayode, Olubunmi Omotola, Adewale Sokan-Adeaga, Olayiwola Olaseeni; Proceedings of IndabaX Nigeria 2026: Building Scalable AI That Works: From Research to Deployment in Resource-Constrained Environments, PMLR 319:155-166

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INT8 Quantisation for Cassava Leaf Disease Classification on Raspberry Pi

Tosho Abdulahi AbdulRahman, Roseline Oluwaseun Ogundokun, Pius Adewale Owolawi, Rotimi-Williams Bello, Topside Ehleketani Mathonsi; Proceedings of IndabaX Nigeria 2026: Building Scalable AI That Works: From Research to Deployment in Resource-Constrained Environments, PMLR 319:167-178

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MRI-Based Brain Tumor Detection for the African Context

Jideofor J. Umeadi; Proceedings of IndabaX Nigeria 2026: Building Scalable AI That Works: From Research to Deployment in Resource-Constrained Environments, PMLR 319:179-190

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Reframing AI Design Through African Women’s Livelihood Intelligence: A Review and Conceptual Framework for SME Contexts

Jacqueline Akelo Gogo, Emma Muturi, Victoria Oguntosin; Proceedings of IndabaX Nigeria 2026: Building Scalable AI That Works: From Research to Deployment in Resource-Constrained Environments, PMLR 319:191-204

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Multi-Crop Reproductive Structure Detection and Counting Using a Lightweight YOLOv8n with Spatial–Channel Attention and Re-parameterizable Convolutions

Md. Mushibur Rahman, Umme Fawzia Rahim; Proceedings of IndabaX Nigeria 2026: Building Scalable AI That Works: From Research to Deployment in Resource-Constrained Environments, PMLR 319:205-216

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High-Resolution Micro-Patching: A Zero-Leakage Microaneurysm Baseline

Md. Fahim Habib, Anika Alamgir; Proceedings of IndabaX Nigeria 2026: Building Scalable AI That Works: From Research to Deployment in Resource-Constrained Environments, PMLR 319:217-231

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Advanced Machine Learning Models for Network Traffic Prediction and Management

Ayodele E. Awokoya, Kayode Olumurewa, Oladapo Adeduro, Kayode Oladapo, Rejoice Omoyen; Proceedings of IndabaX Nigeria 2026: Building Scalable AI That Works: From Research to Deployment in Resource-Constrained Environments, PMLR 319:232-243

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Graph–Neurosymbolic Neural Networks for Trustworthy Clinical Decision Support

Oluwatobi Noah Akande, Amil Misra, Abidemi Adeniyi, Qurrat Ul Ain Mughal, Dagogo Godwin Orifama; Proceedings of IndabaX Nigeria 2026: Building Scalable AI That Works: From Research to Deployment in Resource-Constrained Environments, PMLR 319:244-263

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BanglaNLI: A Benchmark Dataset for Bangla Natural Language Inference

MD Ajmain Mahtab, Atif Ronan, Sheikh Ayatur Rahman, Saleh Mohammad Sajid, Sanjida Tasnim, Farig Sadeque; Proceedings of IndabaX Nigeria 2026: Building Scalable AI That Works: From Research to Deployment in Resource-Constrained Environments, PMLR 319:264-277

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Benchmarking Classification Performance for Binary-Class Fault Detection Under Real-World Imbalanced Data Conditions

Bagai Glory Kuzayet, Eje Obed Honour, Jibril Abdullahi Bala; Proceedings of IndabaX Nigeria 2026: Building Scalable AI That Works: From Research to Deployment in Resource-Constrained Environments, PMLR 319:278-292

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Parameter-Efficient Fine-Tuning with Culturally-Aligned Adapters for Cross-Lingual Transfer in Nigerian Low-Resource Languages

Taiwo Timothy Oluwagbenga, Mamudu Francis Itanyi; Proceedings of IndabaX Nigeria 2026: Building Scalable AI That Works: From Research to Deployment in Resource-Constrained Environments, PMLR 319:293-305

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The Agentic Artificial Intelligence Venture Co-Founder (AIVC): An AI Operating System for Lean Experimentation, Strategic Decisioning, and Responsible Scaling in Technology Startups

Amina Sambo-Magaji, Muyideen Dele Adewale; Proceedings of IndabaX Nigeria 2026: Building Scalable AI That Works: From Research to Deployment in Resource-Constrained Environments, PMLR 319:306-319

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HistoEffiCrossFormer: Cross-Attention CNN–Transformer Fusion with Multi-Scale Tokens for Ovarian Cancer Histopathology Classification

Roseline Oluwaseun Ogundokun, Rotimi-Williams Bello, Pius Adewale Owolawi, Chunling Tu, Sunday Agbolade, Tosho Abdulahi AbdulRahman; Proceedings of IndabaX Nigeria 2026: Building Scalable AI That Works: From Research to Deployment in Resource-Constrained Environments, PMLR 319:320-330

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From Black-Box to Glass-Box: A Review of Explainable Neuro-Symbolic AI for Climate-Induced Food Insecurity Prediction

Adam Omeiza Yusuf, Taiwo Kolajo, Emeka Ogbuju, Francisca Oladipo; Proceedings of IndabaX Nigeria 2026: Building Scalable AI That Works: From Research to Deployment in Resource-Constrained Environments, PMLR 319:331-345

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Benchmarking Multimodal Semantic Alignment Between Speech and Text Representations in the Igbo Language

Chidiebere Christopher; Proceedings of IndabaX Nigeria 2026: Building Scalable AI That Works: From Research to Deployment in Resource-Constrained Environments, PMLR 319:346-354

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Speech-Based Parkinson’s Disease Screening: A Deep Learning Approach Using Acoustic Biomarkers and Invertible Neural Networks

Prisca O. Olawoye, Emmanuel O. Asani, Marion O. Adebiyi; Proceedings of IndabaX Nigeria 2026: Building Scalable AI That Works: From Research to Deployment in Resource-Constrained Environments, PMLR 319:355-367

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Anchor-Guided Repair: A Defense Mechanism for Enhancing Stability of Compromised Pretrained Language Models Against Low-Precision and Weight Noise Attacks

Abrar Mahir Rohan, Nafiz Khan, Tahsin Tajwar Tanni, Fuad Fardin, Anika Bushra; Proceedings of IndabaX Nigeria 2026: Building Scalable AI That Works: From Research to Deployment in Resource-Constrained Environments, PMLR 319:368-381

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A Systematic Review of Causal Machine Learning Approaches in Road Crash Analysis

Emmanuel Ogbonnia, Oluwaseun Adeniyi Ojerinde, Enesi Femi Aminu, Isiaq Alabi, Solomon A. Adepoju, Mitong Dorcas; Proceedings of IndabaX Nigeria 2026: Building Scalable AI That Works: From Research to Deployment in Resource-Constrained Environments, PMLR 319:382-405

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ADINT: Machine Learning-Powered Advertisement Intelligence for Proactive Threat Detection in Nigeria’s Digital Ecosystem

Muhammad Nazeer, Habib Mohammed, Nafisat Abdulkadir, Philip Oshiokhaimhele Odion, Martins Ekata Irhebhude, Saifullahi Sadi Shitu; Proceedings of IndabaX Nigeria 2026: Building Scalable AI That Works: From Research to Deployment in Resource-Constrained Environments, PMLR 319:406-420

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Optimized Transfer Learning Pipeline Using ResNet-50 and Bayesian Optimization for Oil Spillage Detection

Mitong Dorcas, Muhammad Bashir Abdullahi, Emmanuel Ogbonnia; Proceedings of IndabaX Nigeria 2026: Building Scalable AI That Works: From Research to Deployment in Resource-Constrained Environments, PMLR 319:421-434

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