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Yuanwei Zhang

2 accepted papers

2026

TRAC: Tensor-Train based Across-layer Compression for Parameter-Efficient Fine-Tuning

ICLR 2026poster

Fine-tuning large pre-trained models under resource constraints remains challenging due to the massive number of parameters involved. Existing parameter-efficient tuning methods, such as low-rank adaptation (LoRA) and its variants, rely heavily on matrix factorization and often struggle in extremely…

Cited by 0SourceScholar
2025

Preconditioned Riemannian Gradient Descent Algorithm for Low-Multilinear-Rank Tensor Completion

ICML 2025poster

Tensors play a crucial role in numerous scientific and engineering fields. This paper addresses the low-multilinear-rank tensor completion problem, a fundamental task in tensor-related applications. By exploiting the manifold structure inherent to the fixed-multilinear-rank tensor set, we introduce…

Cited by 0SourcePDFScholar