Publications

Mohammad Shahab Sepehri, Berk Tinaz, Zalan Fabian, Mahdi Soltanolkotabi (2025). Hyperphantasia: A Benchmark for Evaluating the Mental Visualization Capabilities of Multimodal LLMs. NeurIPS.
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Asal Mehradfar
Equal contribution
, Mohammad Shahab Sepehri
Equal contribution
, Jose Miguel Hernandez-Lobato, Glen S. Kwon, Mahdi Soltanolkotabi, Alman Avestimehr, Morteza Rasoulianboroujeni (2025). LANTERN: A Machine Learning Framework for Lipid Nanoparticle Transfection Efficiency Prediction.
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Mohammad Shahab Sepehri
Equal contribution
, Asal Mehradfar
Equal contribution
, Mahdi Soltanolkotabi, Salman Avestimehr (2025). CryptoMamba: Leveraging State Space Models for Accurate Bitcoin Price Prediction. ICBC.
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Haosheng Gan, Berk Tinaz, Mohammad Shahab Sepehri, Zalan Fabian, Mahdi Soltanolkotabi (2025). ConceptMix++: Leveling the Playing Field in Text-to-Image Benchmarking via Iterative Prompt Optimization. GMCV @ CVPR.
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Mohammad Shahab Sepehri, Zalan Fabian, Mahdi Soltanolkotabi (2025). MediConfusion: Can you trust your AI radiologist? Probing the reliability of multimodal medical foundation models. ICLR.
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Mohammad Shahab Sepehri, Zalan Fabian, Mahdi Soltanolkotabi (2024). Serpent: Scalable and Efficient Image Restoration via Multi-scale Structured State Space Models. NGSM @ ICML.
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