Ildiz, Muhammed Emrullah

6 publications

ICLR 2025 High-Dimensional Analysis of Knowledge Distillation: Weak-to-Strong Generalization and Scaling Laws Muhammed Emrullah Ildiz, Halil Alperen Gozeten, Ege Onur Taga, Marco Mondelli, Samet Oymak

ICML 2025 Test-Time Training Provably Improves Transformers as In-Context Learners Halil Alperen Gozeten, Muhammed Emrullah Ildiz, Xuechen Zhang, Mahdi Soltanolkotabi, Marco Mondelli, Samet Oymak

AAAI 2025 TimePFN: Effective Multivariate Time Series Forecasting with Synthetic Data Ege Onur Taga, Muhammed Emrullah Ildiz, Samet Oymak

ICML 2024 From Self-Attention to Markov Models: Unveiling the Dynamics of Generative Transformers Muhammed Emrullah Ildiz, Yixiao Huang, Yingcong Li, Ankit Singh Rawat, Samet Oymak

NeurIPSW 2024 TimePFN: Effective Multivariate Time Series Forecasting with Synthetic Data Ege Onur Taga, Muhammed Emrullah Ildiz, Samet Oymak

ICML 2023 Transformers as Algorithms: Generalization and Stability in In-Context Learning Yingcong Li, Muhammed Emrullah Ildiz, Dimitris Papailiopoulos, Samet Oymak