Artificial Intelligence Research (eBook, PDF)

6th Southern African Conference, SACAIR 2025, Cape Town, South Africa, December 1-5, 2025, Proceedings
Redaktion: Gerber, Aurona; Pillay, Anban W.

• Format: PDF

Produktbeschreibung

This book constitutes the refereed proceedings of the 6th Southern African Conference on Artificial Intelligence Research, SACAIR 2025, held in Cape Town, South Africa, during December 1-5, 2025.

The 36 full papers presented in this volume were carefully reviewed and selected from 150 submissions.The papers are organized into the following topical sections: Algorithmic and Data Driven AI; Socio-technical and Human-Centred AI; and Responsible and Ethical AI.

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Produktdetails

• Verlag: Springer International Publishing
• Seitenzahl: 590
• Erscheinungstermin: 28. November 2025
• Englisch
• ISBN-13: 9783032117335
• Artikelnr.: 75996971

Inhaltsangabe

.
Algorithmic and Data Driven AI. .
Which contextual topic modelling algorithm is the best?. .
Leveraging Language Models for Document Type Classification in  Low
Resource Afrikaans Archives. .
 Hybrid Automatic Modulation Classification for Increased Robustness  under White
Box Adversarial Attacks. .
Counterfactual Explanation Model for Personalised Dietary  Interventions in Anaemia Patients. .
Feature extraction for plant growth estimation. .
Exploring the impact of different loss functions for anomaly prediction  in a mineral processing plant. .
Modifying class distributions to improve the classification of minority  group examples in a class
imbalanced dataset. .
Evaluating OCR performance on food packaging labels in South Africa. .
Investigating the Impact of Multilingual Pre
trained Speech Models on  Gender Bias in ASR for Low Resource African Languages. .
A Two Stage Pipeline for Automated Caries Detection on Single Tooth  Images from Panoramic Radiographs. .
Exploring syllable similarity across South African languages through  self
supervised speech representation. .
Data Pruning: Redundant, Problematic, and Interdependent Samples. .
Restoring Neural Network Plasticity for Faster Transfer Learning. .
 AfroXLMR
Comet: Multilingual Knowledge Distillation with Attention  Matching for Low
Resource Languages. .
Code
Switch Pretraining for Improved Cross
Lingual Alignment in  Low
Resource Languages. .
Identification of Social Media Users that Perpetuate Xenophobic  Attitudes and Hate Speech Narratives in South Africa. .
HAPI
FedProx: Heterogeneity
Aware Adaptive Proximal Optimization  for Federated Learning. .
Fog
Based Deep Learning for Real
Time Cold Chain Temperature  Prediction Using IoT Data. .
 Robust Driver Distraction Recognition via Lightweight Body
Part  Association and Object Context on NVIDIA Jetson. .
Nearest
Class Mean and Logits Agreement for Wildlife Open
Set  Recognition. .
Semi
Supervised Object Segmentation via Active Learning for Efficient  Ecological Monitoring. .
Scaling behavior of Encoder Language Models in Low
Resource Settings. .
Enhancing Target Re
Identification via Model Fusion and  Knowledge Distillation of Pre
trained Foundation Models. .
 Heart Disease Prediction: A Comparative Study of Optimizers’  Performance in Deep Neural Networks. .
 Socio
technical and Human
Centred AI. .
AI
Enabled Cybersecurity Implementation: A Case Study of Critical  Success Factors in a South African SOE. .
Large Language Model Evaluation: From Model
Centric Benchmarks  to System
Level Metrics. .
 Exploring Postgraduate Students’ Use and Perceptions of Generative  AI as a Research Support Tool: A South African Case. .
 An Awareness Framework for Sustainable Selection of LLMs in Business. .
Synthesizing Insights from AI in Africa: A Comprehensive Qualitative  Analysis. .
Factors influencing the use of Autonomous Vehicles on Traditional  Road Infrastructure in The Western Cape. .
An Agentic LLM
Powered Framework for Cholera Risk Prediction and  Actionable Insights from Explainable ML and Statistical Insights. .
A Scoping Review on Generative AI prompting to optimize the  workflow of healthcare professionals in sub
Saharan Africa. .
Detection Of Power Line Insulator Defects Using YOLOv10
N. .
 Responsible and Ethical AI. .
Artificially Generated Minorities (AGMs): The Veneer of Algorithmic  Bias Correction. .
Under
resourced and over
reseached: The ELSA approach to  transdisciplinary AI research in low
trust neighborhoods. .
From Principles to Practice: Extracting Human
Centred AI  Components from Governance Frameworks.