← Authors

Muhammed Emrullah Ildiz

5 papers · 2023–2025 · 3 conferences · across top CS/AI conferences

Achievements

🌉 Interdisciplinary Bridge 🌍 Conference Polyglot (3) 🐣 Hot Topic Early Bird 🐝 Cross-Pollinator (12)

Conferences

ICML (3) AAAI (1) ICLR (1)

Top co-authors

Samet Oymak (5) Marco Mondelli (2) Yingcong Li (2) Ege Onur Taga (2) Halil Alperen Gozeten (2) Mahdi Soltanolkotabi (1) Xuechen Zhang (1) Dimitris Papailiopoulos (1) Ankit Singh Rawat (1) Yixiao Huang (1)

Keywords

few-shot learning (1) bayesian inference (1) in-context learning (1) multitask learning (1) stability analysis (1) multivariate time series (1) generalization bound (1) algorithm learning (1) synthetic datum (1) prior-data fitted network (1) transformer model (1)

Papers

TimePFN: Effective Multivariate Time Series Forecasting with Synthetic Data AAAI 2025
High-dimensional Analysis of Knowledge Distillation: Weak-to-Strong Generalization and Scaling Laws ICLR 2025
Test-Time Training Provably Improves Transformers as In-context Learners ICML 2025
From Self-Attention to Markov Models: Unveiling the Dynamics of Generative Transformers ICML 2024
Transformers as Algorithms: Generalization and Stability in In-context Learning ICML 2023