Sample Publications (Show All)

• Stochastic Regret Guarantees for Online Zeroth- and First-Order Bilevel Optimization
  (with Parvin Nazari, Bojian Hou, Li Shen, and George Michailidis)
  NeurIPS 2025
• Gating is Weighting: Understanding Gated Linear Attention through In-context Learning
  (with Yingcong Li, Ankit Singh Rawat, Maryam Fazel, and Samet Oymak)
  COLM 2025
  Poster
• Online Bilevel Optimization: Regret Analysis of Online Alternating Gradient Methods
  (with Parvin Nazari, Bojian Hou, Li Shen, and Laura Balzano)
  AISTATS 2024
  Code Poster
• Fairness-Aware Estimation of Graphical Models
  (with Zhuoping Zhou, Bojian Hou, Qi Long, and Li Shen)
  NeurIPS 2024
  Code
• Max-Margin Token Selection in Attention Mechanism
  (with Yingcong Li, Xuechen Zhang, and Samet Oymak)
  NeurIPS 2023
  Code Slide
  Spotlight (≈3% Acceptance)
• Fair Canonical Correlation Analysis
  (with Zhuoping Zhou, Bojian Hou, Boning Tong, Jia Xu, Yanbo Feng, Qi Long, and Li Shen)
  NeurIPS 2023
  Code Slide Poster
• Transformers as Support Vector Machines
  (with Yingcong Li, Christos Thrampoulidis, and Samet Oymak)
  NeurIPS M3L Workshop 2023
  Code Slide Poster
• FedNest: Federated Bilevel, Minimax, and Compositional Optimization
  (with Mingchen Li, Christos Thrampoulidis, and Samet Oymak)
  ICML 2022
  Code Slide
  Oral (≈2% Acceptance)