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Yilong Song

2 accepted papers

2025

Distributed Retraction-Free and Communication-Efficient Optimization on the Stiefel Manifold

ICML 2025poster

Optimization problems on the Stiefel manifold, ranging from principal component analysis to enhancing neural network robustness, are ubiquitous in machine learning. The Landing algorithm avoids computationally expensive retraction operations on manifolds, making it highly competitive for large-scale…

Cited by 0SourcePDFScholar
2025

Hierarchical Frequency Tagging Probe (HFTP): A Unified Approach to Investigate Syntactic Structure Representations in Large Language Models and the Human Brain

NeurIPS 2025poster

Large Language Models (LLMs) demonstrate human-level or even superior language abilities, effectively modeling syntactic structures, yet the specific computational units responsible remain unclear. A key question is whether LLM behavioral capabilities stem from mechanisms akin to those in the human…

Cited by 0SourcecodeScholar