Muhammed Emrullah Ildiz

According to our database, Muhammed Emrullah Ildiz authored at least 18 papers between 2018 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

Evolutionary Multi-Task Optimization for LLM-Guided Program Discovery.

Halil Alperen Gozeten, Xuechen Zhang, Muhammed Emrullah Ildiz, Ege Onur Taga, Tara Javidi, Samet Oymak

CoRR, May, 2026

On the Generalization Properties of Selective State-Space Models for Filtering Tasks for Unknown Systems.

Alex Tang, Muhammed Emrullah Ildiz, Batin Kurt, Samet Oymak, Necmiye Ozay

CoRR, April, 2026

Learning to Correct: Calibrated Reinforcement Learning for Multi-Attempt Chain-of-Thought.

Muhammed Emrullah Ildiz, Halil Alperen Gozeten, Ege Onur Taga, Samet Oymak

CoRR, April, 2026

2025

Continuous Chain of Thought Enables Parallel Exploration and Reasoning.

Halil Alperen Gozeten, Muhammed Emrullah Ildiz, Xuechen Zhang, Hrayr Harutyunyan, Ankit Singh Rawat, Samet Oymak

CoRR, May, 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

Proceedings of the Forty-second International Conference on Machine Learning, 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

Proceedings of the Thirteenth International Conference on Learning Representations, 2025

TimePFN: Effective Multivariate Time Series Forecasting with Synthetic Data.

Ege Onur Taga, Muhammed Emrullah Ildiz, Samet Oymak

Proceedings of the Thirty-Ninth AAAI Conference on Artificial Intelligence, 2025

2024

Retrieval Augmented Time Series Forecasting.

Kutay Tire, Ege Onur Taga, Muhammed Emrullah Ildiz, Samet Oymak

CoRR, 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

Proceedings of the Forty-first International Conference on Machine Learning, 2024

Mechanics of Next Token Prediction with Self-Attention.

Yingcong Li, Yixiao Huang, Muhammed Emrullah Ildiz, Ankit Singh Rawat, Samet Oymak

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2024

Understanding Inverse Scaling and Emergence in Multitask Representation Learning.

Muhammed Emrullah Ildiz, Zhe Zhao, Samet Oymak

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2024

2023

Pull or Wait: How to Optimize Query Age of Information.

Muhammed Emrullah Ildiz, Orhan Tahir Yavascan, Elif Uysal, Özkan Tugberk Kartal

IEEE J. Sel. Areas Inf. Theory, 2023

Transformers as Algorithms: Generalization and Implicit Model Selection in In-context Learning.

Yingcong Li, Muhammed Emrullah Ildiz, Dimitris S. Papailiopoulos, Samet Oymak

CoRR, 2023

Transformers as Algorithms: Generalization and Stability in In-context Learning.

Yingcong Li, Muhammed Emrullah Ildiz, Dimitris Papailiopoulos, Samet Oymak

Proceedings of the International Conference on Machine Learning, 2023

2022

An Inequality for Query Age of Information and Age of Information.

Muhammed Emrullah Ildiz, Semanur Avsar, Elif Uysal

Proceedings of the 30th Signal Processing and Communications Applications Conference, 2022

Query Age of Information: Optimizing AoI at the Right Time.

Muhammed Emrullah Ildiz, Orhan Tahir Yavascan, Elif Uysal, Özkan Tugberk Kartal

Proceedings of the IEEE International Symposium on Information Theory, 2022

2020

Prior-Guided Image Reconstruction for Accelerated Multi-Contrast MRI via Generative Adversarial Networks.

Salman Ul Hassan Dar, Mahmut Yurt, Mohammad Shahdloo, Muhammed Emrullah Ildiz, Berk Tinaz, Tolga Çukur

IEEE J. Sel. Top. Signal Process., 2020

2018

Synergistic Reconstruction and Synthesis via Generative Adversarial Networks for Accelerated Multi-Contrast MRI.

Salman Ul Hassan Dar, Mahmut Yurt, Mohammad Shahdloo, Muhammed Emrullah Ildiz, Tolga Çukur

CoRR, 2018