activity
20172026
most citedEfficient Tensor Robust PCA under Hybrid Model of Tucker and Tensor Train

40 citations · 61 across the 12 of their papers we have counts for

collaborators

13 papers

math.AP2026

New result on Lane-Emden conjecture with exponents in a disk

Haoyang Lu, Zhitao Zhang

We obtain new results on Lane-Emden conjecture to prove a Liouville theorem for the Lane-Emden system $$\begin{cases} -Δu=v^p,& x\in \mathbb{R}^N,\\ -Δv=u^q,& x\in \mathbb{R}^N,\en…

cs.CL2026

Tensorizing Engram: Sharing Latents Across N-Gram Embeddings is Beneficial in LLMs

Wuyang Zhou, Yuxuan Gu, Giorgos Iacovides +3

Modern language models represent text using discrete token-level embeddings, which forces recurring multi-token patterns to be learned implicitly across Transformer layers. Both Ov…

cs.LG2026

Spectral Anatomy of Quantum Gaussian Process Kernels

Jian Xu, Chao Li, Guang Lin +4

Two recent results have reshaped quantum Gaussian processes (QGPs). On the one hand, \citet{lowe2025assessing} rule out the exponential speedups claimed by HHL-based QGP regression…

cs.CV2025

Calibrating Uncertainty for Zero-Shot Adversarial CLIP

Wenjing Lu, Zerui Tao, Yuning Qiu +3

CLIP delivers strong zero-shot classification but remains highly vulnerable to adversarial attacks. Prior adversarial fine-tuning work primarily matches predicted logits between cl…

cs.LG2025

Efficient Low Rank Attention for Long-Context Inference in Large Language Models

Tenghui Li, Guoxu Zhou, Xuyang Zhao +2

As the length of input text increases, the key-value (KV) cache in LLMs imposes prohibitive GPU memory costs and limits long-context inference on resource constrained devices. Exis…

cs.LG2022

A high-order tensor completion algorithm based on Fully-Connected Tensor Network weighted optimization

Peilin Yang, Yonghui Huang, Yuning Qiu +2

Tensor completion aimes at recovering missing data, and it is one of the popular concerns in deep learning and signal processing. Among the higher-order tensor decomposition algori…