Muhammed Emrullah Ildiz

6 papers at tracked venues · 4 at CORE A* · active 2024–2025

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Venues

AISTATS ×2 ICML ×2 AAAI ×1 ICLR ×1

Frequent coauthors

Samet Oymak

×6

Halil Alperen Gozeten

×2

Ege Onur Taga

×2

Marco Mondelli

×2

Yixiao Huang

×2

Yingcong Li

×2

Ankit Singh Rawat

×2

Xuechen Zhang

×1

Mahdi Soltanolkotabi

×1

Zhe Zhao

×1

Papers

High-dimensional Analysis of Knowledge Distillation: Weak-to-Strong Generalization and Scaling Laws
ICLR 2025 · Muhammed Emrullah Ildiz,
Halil Alperen Gozeten
,
Ege Onur Taga
,
Marco Mondelli
,
Samet Oymak
Test-Time Training Provably Improves Transformers as In-context Learners
ICML 2025 ·
Halil Alperen Gozeten
, Muhammed Emrullah Ildiz,
Xuechen Zhang
,
Mahdi Soltanolkotabi
,
Marco Mondelli
,
Samet Oymak
TimePFN: Effective Multivariate Time Series Forecasting with Synthetic Data
AAAI 2025 ·
Ege Onur Taga
, Muhammed Emrullah Ildiz,
Samet Oymak
From Self-Attention to Markov Models: Unveiling the Dynamics of Generative Transformers
ICML 2024 · Muhammed Emrullah Ildiz,
Yixiao Huang
,
Yingcong Li
,
Ankit Singh Rawat
,
Samet Oymak
Mechanics of Next Token Prediction with Self-Attention
AISTATS 2024 ·
Yingcong Li
,
Yixiao Huang
, Muhammed Emrullah Ildiz,
Ankit Singh Rawat
,
Samet Oymak
Understanding Inverse Scaling and Emergence in Multitask Representation Learning
AISTATS 2024 · Muhammed Emrullah Ildiz,
Zhe Zhao
,
Samet Oymak