Songtao Lu
Scholar

Songtao Lu

Google Scholar ID: LRsjX7kAAAAJ
Assistant Professor, CSE, The Chinese University of Hong Kong
Foundations of Machine LearningNonconvex OptimizationNumerical Analysis
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Citations & Impact
All-time
Citations
2,571
 
H-index
29
 
i10-index
57
 
Publications
20
 
Co-authors
37
list available
Contact
No contact links provided.
Publications
9 items
Bilevel Optimization over Saddle Points of Zero-Sum Markov Games
2026
Cited
0
A Framework for Quantifying How Pre-Training and Context Benefit In-Context Learning
2025
Cited
0
Optimality and NP-Hardness of Transformers in Learning Markovian Dynamical Functions
2025
Cited
0
Can Mamba Learn In Context with Outliers? A Theoretical Generalization Analysis
2025
Cited
0
Objective Soups: Multilingual Multi-Task Modeling for Speech Processing
2025
Cited
0
Aligning Frozen LLMs by Reinforcement Learning: An Iterative Reweight-then-Optimize Approach
2025
Cited
0
Q-function Decomposition with Intervention Semantics with Factored Action Spaces
2025
Cited
0
Training Nonlinear Transformers for Chain-of-Thought Inference: A Theoretical Generalization Analysis
International Conference on Learning Representations · 2024
Cited
5
Resume (English only)
Co-authors
37 total
Mingyi Hong
Mingyi Hong
Associate Professor, University of Minnesota; Amazon AGI
Pin-Yu Chen
Pin-Yu Chen
Principal Research Scientist, IBM Research AI; MIT-IBM Watson AI Lab; RPI-IBM AIRC
Xiaodong Cui
Xiaodong Cui
Principal Research Scientist, IBM T. J. Watson Research Center
Zhengdao Wang
Zhengdao Wang
Professor of Cybersecurity Engineering, George Mason University
Jia (Kevin) Liu
Jia (Kevin) Liu
Associate Professor of Electrical & Computer Engineering, The Ohio State University; Amazon Scholar
Lior Horesh
Lior Horesh
IBM TJ Watson Research Center | Columbia University
Brian Kingsbury
Brian Kingsbury
Distinguished Research Staff Member and Manager, IBM T. J. Watson Research Center, Yorktown Heights
Meng Wang
Meng Wang
Professor, Rensselaer Polytechnic Institute