| 2026 | GECCO | SONATA: Self-adaptive Evolutionary Framework for Hardware-aware Neural Architecture Search. | Halima Bouzidi, Smal Niar, Hamza Ouarnoughi, El-Ghazali Talbi |
| 2025 | CBMI | Zero-Shot Vision-Language Model for Event Detection in Smart Surveillance. | Younes Kebour, Smal Niar, Nacim Ihaddadene, Abdelghani Bekrar, Hammouda Elbez |
| 2025 | ESORICS | Machine Learning Vulnerabilities in 6G: Adversarial Attacks and Their Impact on Channel Gain Prediction and Resource Allocation in UC-CFmMIMO. | Mahmoud Ghorbel, Selina Cheggour, Valeria Loscr, Youcef Imine, Hamza Ouarnoughi, Smal Niar |
| 2024 | DSD | Hardware Acceleration of Capsule Networks for Real-Time Applications. | Maryam Hemmati, Earlene Starling Babette, Julia Shan, Morteza Biglari-Abhari, Smal Niar |
| 2024 | ICANN | Accelerated NAS via Pretrained Ensembles and Multi-fidelity Bayesian Optimization. | Houssem Ouertatani, Cristian Maxim, Smal Niar, El-Ghazali Talbi |
| 2024 | ICPADS | Analysis of Parallel Graph Applications. | Funda Atik, Serif Yesil, Hamza Ouarnoughi, Smal Niar, Ozcan Ozturk |
| 2024 | IJCNN | DfuseNAS: A Diffusion-Based Neural Architecture Search. | Lotfi Abdelkrim Mecharbat, Hadjer Benmeziane, Hamza Ouarnoughi, Smal Niar, Kaoutar El Maghraoui |
| 2023 | ACML | Harmonic-NAS: Hardware-Aware Multimodal Neural Architecture Search on Resource-constrained Devices. | Mohamed Imed Eddine Ghebriout, Halima Bouzidi, Smal Niar, Hamza Ouarnoughi |
| 2023 | DAC | Map-and-Conquer: Energy-Efficient Mapping of Dynamic Neural Nets onto Heterogeneous MPSoCs. | Halima Bouzidi, Mohanad Odema, Hamza Ouarnoughi, Smal Niar, Mohammad Abdullah Al Faruque |
| 2023 | DATE | HADAS: Hardware-Aware Dynamic Neural Architecture Search for Edge Performance Scaling. | Halima Bouzidi, Mohanad Odema, Hamza Ouarnoughi, Mohammad Abdullah Al Faruque, Smal Niar |
| 2023 | ECAI | Pareto Rank-Preserving Supernetwork for Hardware-Aware Neural Architecture Search. | Hadjer Benmeziane, Kaoutar El Maghraoui, Hamza Ouarnoughi, Smal Niar |
| 2023 | ICCD | FLASH-RL: Federated Learning Addressing System and Static Heterogeneity using Reinforcement Learning. | Sofiane Bouaziz, Hadjer Benmeziane, Youcef Imine, Leila Hamdad, Smal Niar, Hamza Ouarnoughi |
| 2022 | DSD | CaW-NAS: Compression Aware Neural Architecture Search. | Hadjer Benmeziane, Hamza Ouarnoughi, Smal Niar, Kaoutar El Maghraoui |
| 2022 | DSD | Co-Optimization of DNN and Hardware Configurations on Edge GPUs. | Halima Bouzidi, Hamza Ouarnoughi, Smal Niar, El-Ghazali Talbi, Abdessamad Ait El Cadi |
| 2022 | EuroSys | Real-time style transfer with efficient vision transformers. | Hadjer Benmeziane, Hamza Ouarnoughi, Kaoutar El Maghraoui, Smal Niar |
| 2022 | ISPASS | Pareto Rank Surrogate Model for Hardware-aware Neural Architecture Search. | Hadjer Benmeziane, Smal Niar, Hamza Ouarnoughi, Kaoutar El Maghraoui |
| 2022 | SAC | Improving CRPD analysis for EDF scheduling: trading speed for precision. | Fabien Bouquillon, Giuseppe Lipari, Smal Niar |
| 2021 | IJCAI | Hardware-Aware Neural Architecture Search: Survey and Taxonomy. | Hadjer Benmeziane, Kaoutar El Maghraoui, Hamza Ouarnoughi, Smal Niar, Martin Wistuba, Naigang Wang |
| 2020 | AICCSA | A Multi-Agent Approach for Vehicle-to-Fog Fair Computation Offloading. | Emmanuelle Grislin-Le Strugeon, Hamza Ouarnoughi, Smal Niar |
| 2020 | PDP | A GPU enhanced LIDAR Perception System for Autonomous Vehicles. | Abderrahim Haneche, Mohammed Yazid Lachachi, Smal Niar, Hamza Ouarnoughi |
| 2020 | RTCSA | Preemption-Aware Allocation, Deadline Assignment for Conditional DAGs on Partitioned EDF. | Houssam-Eddine Zahaf, Giuseppe Lipari, Smal Niar, Abou El Hassan Benyamina |
| 2019 | DATE | Adaptive Vehicle Detection for Real-time Autonomous Driving System. | Maryam Hemmati, Morteza Biglari-Abhari, Smal Niar |
| 2019 | DATE | TrueView: A LIDAR Only Perception System for Autonomous Vehicle (Interactive Presentation). | Mohammed Yazid Lachachi, Mohamed Ouslim, Smal Niar, Abdelmalik Taleb-Ahmed |
| 2019 | SAC | Machine learning for improving mobile user satisfaction. | Ismat Chaib Draa, Fabien Bouquillon, Smal Niar, Emmanuelle Grislin-Le Strugeon |
| 2018 | DATE | Rapid in-memory matrix multiplication using associative processor. | Mohamed Ayoub Neggaz, Hasan Erdem Yantir, Smal Niar, Ahmed M. Eltawil, Fadi J. Kurdahi |
| 2018 | ICCD | A Reliability Study on CNNs for Critical Embedded Systems. | Mohamed A. Neggaz, Ihsen Alouani, Pablo R. Lorenzo, Smal Niar |
| 2018 | RSP | A Comprehensive Fault Injection Strategy for Embedded Systems Reliability Assessment. | Alexandre Chabot, Ihsen Alouani, Smal Niar, Rda Nouacer |
| 2017 | AICCSA | Performance Exploration of AMBA AXI4 Bus Protocols for Wireless Sensor Networks. | Mariem Makni, Mouna Baklouti, Smal Niar, Mohamed Abid |
| 2017 | DAC | Real-Time Multi-Scale Pedestrian Detection for Driver Assistance Systems. | Maryam Hemmati, Morteza Biglari-Abhari, Smal Niar, Stevan Berber |
| 2017 | DATE | Design Space exploration of FPGA-based accelerators with multi-level parallelism. | Guanwen Zhong, Alok Prakash, Siqi Wang, Yun Liang, Tulika Mitra, Smal Niar |
| 2017 | DSD | Adaptive Reliability for Fault Tolerant Multicore Systems. | Ihsen Alouani, Thomas Wild, Andreas Herkersdorf, Smal Niar |
| 2017 | PDP | A Rapid Data Communication Exploration Tool for Hybrid CPU-FPGA Architectures. | Mariem Makni, Smal Niar, Mouna Baklouti, Guanwen Zhong, Tulika Mitra, Mohamed Abid |
| 2017 | SAC | Hardware resource estimation for heterogeneous FPGA-based SoCs. | Mariem Makni, Mouna Baklouti, Smal Niar, Mohamed Abid |
| 2016 | DAC | Lin-analyzer: a high-level performance analysis tool for FPGA-based accelerators. | Guanwen Zhong, Alok Prakash, Yun Liang, Tulika Mitra, Smal Niar |
| 2016 | DATE | Auto-tuning Fault Tolerance Technique for DSP-Based Circuits in Transportation Systems. | Ihsen Alouani, Smal Niar, Yassin El Hillali, Mazen A. R. Saghir, Fadi J. Kurdahi, Menhaj Atika |
| 2016 | DSD | NS-SRAM: Neighborhood Solidarity SRAM for Reliability Enhancement of SRAM Memories. | Ihsen Alouani, Hamzeh Ahangari, zcan zturk, Smal Niar |
| 2016 | DSD | Device Context Classification for Mobile Power Consumption Reduction. | Ismat Chaib Draa, Maroua Nouiri, Smal Niar, Abdelghani Bekrar |
| 2015 | DSD | Enhanced Quality Using Intensive Test and Analysis on Simulators. | Rda Nouacer, Manel Djemal, Smal Niar, Gilles Mouchard, Nicolas Rapin, Jean-Pierre Gallois, Philippe Fiani, Francois Chastrette, Toni Adriano, Bryan MacEachen |
| 2015 | RSP | A multi-objective approach for software/hardware partitioning in a multi-target tracking system. | Ihsen Alouani, Braham Lotfi Mediouni, Smal Niar |
| 2014 | DSD | Fast System Level Benchmarks for Multicore Architectures. | Alper Sen, Gkehan Kara, Etem Deniz, Smal Niar |
| 2014 | DSD | Design Space Exploration for Customized Asymmetric Heterogeneous MPSoC. | Bouthaina Damak, Rachid Benmansour, Mouna Baklouti, Smal Niar, Mohamed Abid |
| 2014 | DSD | HOG Feature Extractor Hardware Accelerator for Real-Time Pedestrian Detection. | Maryam Hemmati, Morteza Biglari-Abhari, Stevan Berber, Smal Niar |
| 2014 | FPL | A mixed integer linear programming approach for design space exploration in FPGA-based MPSoC. | Bouthaina Damak, Rachid Benmansour, Smal Niar, Mouna Baklouti, Mohamed Abid |
| 2014 | FPL | Application specific multi-port memory customization in FPGAs. | Gorker Alp Malazgirt, Hasan Erdem Yantir, Arda Yurdakul, Smal Niar |
| 2014 | ICCD | Design space exploration of multiple loops on FPGAs using high level synthesis. | Guanwen Zhong, Vanchinathan Venkataramani, Yun Liang, Tulika Mitra, Smal Niar |
| 2013 | DATE | Radar signature in multiple target tracking system for driver assistant application. | Haisheng Liu, Smal Niar |
| 2012 | DSD | H.264 Macroblock Line Level Parallel Video Decoding on Embedded Multicore Processors. | Elias Baaklini, Hassan Sbeity, Smal Niar |
| 2012 | RSP | Parity-based mono-Copy Cache for low power consumption and high reliability. | Ihsen Alouani, Smal Niar, Fadi J. Kurdahi, Mohamed Abid |
| 2011 | ICCD | Hybrid system level power consumption estimation for FPGA-based MPSoC. | Santhosh Kumar Rethinagiri, Rabie Ben Atitallah, Smal Niar, Eric Senn, Jean-Luc Dekeyser |
| 2010 | DSD | H.264 Color Components Video Decoding Parallelization on Multi-core Processors. | Elias Baaklini, Hassan Sbeity, Smal Niar, Nouhad Amaneddine |
| 2010 | DSD | An Improved Automotive Multiple Target Tracking System Design. | Tobias Lange, Naim Harb, Haisheng Liu, Smal Niar, Rabie Ben Atitallah |
| 2009 | DSD | A Dynamic Hybrid Cache Coherency Protocol for Shared-Memory MPSoC. | Hajer Chtioui, Rabie Ben Atitallah, Smal Niar, Jean-Luc Dekeyser, Mohamed Abid |
| 2008 | CASES | Multi-granularity sampling for simulating concurrent heterogeneous applications. | Melhem Tawk, Khaled Z. Ibrahim, Smal Niar |
| 2007 | MASCOTS | Adaptive Sampling for Efficient MPSoC Architecture Simulation. | Melhem Tawk, Khaled Z. Ibrahim, Smal Niar |
| 2007 | RTCSA | An MPSoC Performance Estimation Framework Using Transaction Level Modeling. | Rabie Ben Atitallah, Smal Niar, Samy Meftali, Jean-Luc Dekeyser |
| 2006 | DSD | Adapting EPIC Architecture's Register Stack for Virtual Stack Machines. | Jamel Tayeb, Smal Niar |
| 2006 | VTC | A Real Time Signal Processing for an Anticollision Road Radar System. | Laila Sakkila, Pascal Deloof, Yassin Elhillali, Atika Rivenq, Smal Niar |
| 2006 | RSP | Rapid Performance and Power Consumption Estimation Methods for Embedded System Design. | Smal Niar, Nicolas Inglart |
| 2004 | DATE | Adaptive Prefetching for Multimedia Applications in Embedded Systems. | Hassan Sbeyti, Smal Niar, Lieven Eeckhout |
| 2004 | FDL | An automatic communication synthesis for high level SOC desing using transaction level modelling (poster). | E. Turbatu, Samy Meftali, Smal Niar, Jean-Luc Dekeyser |
| 2003 | PDPTA | Comparing Multiported Cache Schemes. | Smal Niar, Lieven Eeckhout, Koenraad De Bosschere |
| 2001 | EuroPar | Performances of a Dynamic Threads Scheduler. | Smal Niar, Mahamed Adda |