Ildiz, M. Emrullah

1. Mechanics of Next Token Prediction with Self-Attention
   2024/03/12 by Yingcong Li, Li, Yingcong, Yixiao Huang +7 · 2 voices · 5 citations
   Engineering · #Metallurgy and Material Forming #Robotic Mechanisms and Dynamics
2. Transformers as Algorithms: Generalization and Stability in In-context Learning
   2023/01/17 by Yingcong Li, M. Emrullah Ildiz, Li, Yingcong +5 · 25 citations
   Computer Science · #Machine Learning and Algorithms #Gaussian Processes and Bayesian Inference #Machine Learning and Data Classification
3. From Self-Attention to Markov Models: Unveiling the Dynamics of Generative Transformers
   2024/02/21 by M. Emrullah Ildiz, Ildiz, M. Emrullah, Yixiao Huang +7 · 7 citations
   Computer Science · #Reinforcement Learning in Robotics
4. High-dimensional Analysis of Knowledge Distillation: Weak-to-Strong Generalization and Scaling Laws
   2024/10/24 by M. Emrullah Ildiz, Halil Alperen Gozeten, Ildiz, M. Emrullah +7 · 8 citations
   Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural Networks and Applications
5. Continuous Chain of Thought Enables Parallel Exploration and Reasoning
   2025/05/29 by Gozeten, Halil Alperen, Ildiz, M. Emrullah, Zhang, Xuechen +3 · 11 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG)
6. TimePFN: Effective Multivariate Time Series Forecasting with Synthetic Data
   2025/02/22 by Ege Onur Taga, Taga, Ege Onur, M. Emrullah Ildiz +3 · 8 citations
   Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Time Series Analysis and Forecasting
7. Pull or Wait: How to Optimize Query Age of Information
   2021/11/03 by Ildiz, M. Emrullah, Yavascan, Orhan T., Uysal, Elif +1 · 2 citations
   #FOS: Computer and information sciences #Information Theory (cs.IT) #Networking and Internet Architecture (cs.NI)
8. Test-Time Training Provably Improves Transformers as In-context Learners
   2025/03/14 by Gozeten, Halil Alperen, Ildiz, M. Emrullah, Zhang, Xuechen +3 · 2 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)