Batu Ozturkler

6 papers · 2021–2024 · 3 conferences · across top CS/AI conferences

Achievements

🌍 Conference Polyglot (3) 🌈 Renaissance Researcher (5) 🌉 Interdisciplinary Bridge 🐣 Hot Topic Early Bird 🐝 Cross-Pollinator (15)

Conferences

ICLR (4) ACL (1) ICML (1)

Top co-authors

Morteza Mardani (5) Arda Sahiner (5) Mert Pilanci (5) Tolga Ergen (4) John M. Pauly (4) Burak Bartan (1) Nikolay Malkin (1) John Pauly (1) Nebojsa Jojic (1) Zhen Wang (1)

Keywords

vision transformer (1) convex optimization (1) probabilistic inference (1) attention mechanism (1) in-context learning (1) chain-of-thought prompting (1) convex duality (1) analogical reasoning (1) low rank (1) low-rank regularization (1) token clustering (1) large language model (1)

Papers

Scaling Convex Neural Networks with Burer-Monteiro Factorization ICLR 2024

ThinkSum: Probabilistic reasoning over sets using large language models ACL 2023

Hidden Convexity of Wasserstein GANs: Interpretable Generative Models with Closed-Form Solutions ICLR 2022

Demystifying Batch Normalization in ReLU Networks: Equivalent Convex Optimization Models and Implicit Regularization ICLR 2022

Unraveling Attention via Convex Duality: Analysis and Interpretations of Vision Transformers ICML 2022

Convex Regularization behind Neural Reconstruction ICLR 2021