Sentiment Analysis for Turkish Unstructured Data by Machine Translation. - Mustafa Yildirim; Feyza Yildirim Okay; Suat Özdemir (IEEE BigData, 2020)

Interpretable Machine Learning: A Case Study of Healthcare. - Feyza Yildirim Okay; Mustafa Yildirim; Suat Özdemir (ISNCC, 2021)

Learning to See and Compute through Multimode Fibers. - Babak Rahmani; Ugur Tegin; Mustafa Yildirim; Ilker Oguz; Damien Loterie; Eirini Kakkava; Navid Borhani; Demetri Psaltis; Christophe Moser (OFC, 2021)

Big data analytics for default prediction using graph theory. - Mustafa Yildirim; Feyza Yildirim Okay; Suat Özdemir (Expert Syst. Appl., 2021)

Scalable optical learning operator. - Ugur Tegin; Mustafa Yildirim; Ilker Oguz; Christophe Moser; Demetri Psaltis (Nat. Comput. Sci., 2021)

Büyük veride çizge teorisiyle temerrüt tahmini ve makine öğrenmesi modellerinin yorumlanması (Default prediction with graph theory in big data and interpretation of machine learning models) - Mustafa Yildirim (2021)

Prediction Based Decision Making for Autonomous Highway Driving. - Mustafa Yildirim; Sajjad Mozaffari; Luc McCutcheon; Mehrdad Dianati; Alireza Tamaddoni-Nezhad; Saber Fallah (ITSC, 2022)

Programming Nonlinear Propagation for Efficient Optical Learning Machines. - Ilker Oguz; Jih-Liang Hsieh; Niyazi Ulas Dinç; Ugur Tegin; Mustafa Yildirim; Carlo Gigli; Christophe Moser; Demetri Psaltis (CoRR, 2022)

Nonlinear Optical Data Transformer for Machine Learning. - Mustafa Yildirim; Ilker Oguz; Fabian Kaufmann; Marc Reig Escale; Rachel Grange; Demetri Psaltis; Christophe Moser (CoRR, 2022)

Forward-Forward Training of an Optical Neural Network. - Ilker Oguz; Junjie Ke; Qifei Wang; Feng Yang; Mustafa Yildirim; Niyazi Ulas Dinç; Jih-Liang Hsieh; Christophe Moser; Demetri Psaltis (CoRR, 2023)

Towards Safe Autonomous Driving Policies using a Neuro-Symbolic Deep Reinforcement Learning Approach. - Iman Sharifi; Mustafa Yildirim; Saber Fallah (CoRR, 2023)

Nonlinear Processing with Linear Optics. - Mustafa Yildirim; Niyazi Ulas Dinç; Ilker Oguz; Demetri Psaltis; Christophe Moser (CoRR, 2023)

Human-Like Autonomous Driving on Dense Traffic. - Mustafa Yildirim; Saber Fallah; Alireza Tamaddoni-Nezhad (CoRR, 2023)

A bioinformatic analysis: Previous allergen exposure may support anti- SARS-CoV-2 immune response. - Isil Kutluturk Karagöz; Mucahit Kaya; René Rückert; Nazli Bozman; Vildan Kaya; Halim Bayram; Mustafa Yildirim (Comput. Biol. Chem., 2023)

Development of UGV Mounted Multi-Channel Dual Sensor System Including EMI and GPR for Mine/IED Detection. - Ersin Özkan; Mustafa Yildirim; Mehmet Dinçtürk; Ozan Mert; Eyüp Çugalir; Ahmet Akgöz; Mehmet Akif Paksoy; Hakki Nazli; D. Vural Özbudak; Esra Özkan (IGARSS, 2024)

A New Dual Sensor Design for Elongated Cables/IEDs Detection Using EMI and GPR. - Mustafa Yildirim; Mehmet Dinçtürk; Ozan Mert; Ahmet Akgöz; Hakki Nazli; Ersin Özkan (IGARSS, 2024)

Optical Diffusion Models for Image Generation. - Ilker Oguz; Niyazi Ulas Dinç; Mustafa Yildirim; Junjie Ke; Innfarn Yoo; Qifei Wang; Feng Yang; Christophe Moser; Demetri Psaltis (NeurIPS, 2024)

Multicasting Optical Reconfigurable Switch. - Niyazi Ulas Dinç; Mustafa Yildirim; Christophe Moser; Demetri Psaltis (CoRR, 2024)

HighwayLLM: Decision-Making and Navigation in Highway Driving with RL-Informed Language Model. - Mustafa Yildirim; Barkin Dagda; Saber Fallah (CoRR, 2024)

Behavioral Cloning Models Reality Check for Autonomous Driving. - Mustafa Yildirim; Barkin Dagda; Vinal Asodia; Saber Fallah (CoRR, 2024)

HighwayLLM: Decision-making and navigation in highway driving with RL-informed language model. - Mustafa Yildirim; Barkin Dagda; Vinal Asodia; Saber Fallah (Robotics Auton. Syst., 2025)

Training Hybrid Neural Networks with Multimode Optical Nonlinearities Using Digital Twins. - Ilker Oguz; Louis J. E. Suter; Jih-Liang Hsieh; Mustafa Yildirim; Niyazi Ulas Dinç; Christophe Moser; Demetri Psaltis (CoRR, 2025)