| 2025 | ICAART | Stacked Ensemble Deep Learning for Robust Intrusion Detection in IoT Networks. | Marwa Amara, Nadia Smairi, Mohamed Jaballah |
| 2025 | ICAART | Enhancing Many-Objective Particle Swarm Optimization with Island Model for Agricultural Optimization. | Samia Chnini, Houda Abadlia, Nadia Smairi, Nejah Nasri |
| 2025 | ICTAI | LLM Powered DeepSeek and BiLSTM Pipeline Used in Aspect Based Sentiment Analysis. | Moemen Said, Nadia Smairi, Houda Abadlia |
| 2025 | KES | Multi-Frequency Residual Learning with Dual-Stage Attention LSTM applied in Energy Time Series Forecasting. | Houda Abadlia, Nadia Smairi |
| 2025 | KES | Building a Convolutional Neural Network from Scratch for Arabic Handwritten Recognition. | Oussama Alkayed, Marwa Amara, Nadia Smairi, Yessine Hadj Kacem |
| 2024 | CoDIT | Classification survey of many-objective optimization methods. | Samia Chnini, Nadia Smairi, Nejah Nasri |
| 2024 | KES | Encoder-Embedded Feature Enhancement in Convolutional Neural Networks for Arabic Handwritten Recognition. | Oussama Alkayed, Marwa Amara, Nadia Smairi, Abdelmalek B. C. Zidouri |
| 2024 | KES | Fine-tune BERT based on Machine Learning Models For Sentiment Analysis. | Nadia Smairi, Houda Abadlia, Hajer Brahim, Wided Lejouad Chaari |
| 2018 | KES | A hybrid Immigrants schema for particle swarm optimization algorithm. | Houda Abadlia, Nadia Smairi, Khaled Ghdira |
| 2017 | GECCO | Particle swarm optimization based on island models. | Houda Abadlia, Nadia Smairi, Khaled Ghdira |
| 2017 | ICTAI | Particle Swarm Optimization Based on Dynamic Island Model. | Houda Abadlia, Nadia Smairi, Khaled Ghdira |
| 2015 | ICINCO | Study of Inheritance and Approximation Techniques for Adaptive Multi-objective Particle Swarm Optimization. | Ibtissem Bouoni, Nadia Smairi, Kamel Zidi |
| 2014 | ICINCO | A Study of the Efficiency of Hybridized Approaches Based on Particle Swarm Optimization Technique. | Houda Abadlia, Nadia Smairi, Kamel Zidi |
| 2014 | ICINCO | New Mechanisms to Enhance the Performances of an Adaptive Algorithm of Particle Swarm Optimization. | Ahlem Amor, Nadia Smairi, Kamel Zidi |
| 2011 | ICINCO | A New Proposal for a Multi-objective Technique using Tribes and Simulated Annealing. | Nadia Smairi, Sadok Bouamama, Khaled Ghdira, Patrick Siarry |
| 2010 | ICINCO | New Proposal for a Multi-objective Technique using Tribes and Tabu Search. | Nadia Smairi, Sadok Bouamama, Khaled Ghdira, Patrick Siarry |