Publications

Batuhan Koyuncu, Byeungchun Kwon, Marco Jacopo Lombardi, Fernando Perez-Cruz, Hyun Song Shin (2026). BISTRO: A Foundational Model for Unconditional and Conditional Forecasting of Macroeconomic Time Series. BIS Working Papers, No 1337.

Batuhan Koyuncu, Rachael DeVries, Ole Winther, Isabel Valera (2026). Temporal Variational Implicit Neural Representations. In Transactions on Machine Learning Research (TMLR).

Batuhan Koyuncu, Byeungchun Kwon, Marco Jacopo Lombardi, Fernando Perez-Cruz, Hyun Song Shin (2025). A Foundational Model For Conditional Forecasting Macroeconomic Variables. In Conference on Nontraditional Data, Machine Learning and Natural Language Processing in Macroeconomics (ECONDAT) 2025.

Ignacio Peis, Batuhan Koyuncu, Isabel Valera, Jes Frellsen (2025). Hyper-Transforming Latent Diffusion Models. In International Conference on Machine Learning (ICML) 2025.

Batuhan Koyuncu, Aleyna Dilan Kıran, Katja Heilmann, Laith Hamid, Anja Buder, Veronika Engert, Martin Walter, Isabel Valera (2024). From Laboratory to Everyday Life: Personalized Stress Prediction via Smartwatches. In Machine Learning for Life and Material Science, ML4LMS Workshop. ICML'24.

Batuhan Koyuncu, Tim Nico Bauerschmidt, Isabel Valera (2024). E-ProTran: Efficient Probabilistic Transformers for Forecasting. In Workshop on Structured Probabilistic Inference & Generative Modeling. ICML'24.

Batuhan Koyuncu, Pablo Sanchez-Martin, Ignacio Peis, Pablo M. Olmos, Isabel Valera (2023). Variational Mixture of HyperGenerators for Learning Distributions Over Functions. In ICML.

Ugur Parlatan, Mehmet Ozgun Ozen, Ibrahim Kecoglu, Batuhan Koyuncu, Hulya Torun, Davod Khalafkhany, Irem Loc, Mehmet Giray Ogut, Fatih Inci, Demir Akin, Ihsan Solaroglu, Nesrin Ozoren, Mehmet Burcin Unlu, Utkan Demirci (2023). Label-Free Identification of Exosomes using Raman Spectroscopy and Machine Learning. In Small.

Batuhan Koyuncu, Ahmet Melek, Defne Yilmaz, Mert Tuzer, Mehmet Burcin Unlu (2022). Chemotherapy Response Prediction with Diffuser Elapser Network. In Scientific Reports.

Batuhan Koyuncu (2021). Analysis of ODE2VAE with Examples. In Fourth Workshop on Machine Learning and the Physical Sciences (NeurIPS 2021).