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Yinuo Jiang

5 accepted papers

2025

HiMoLE: Towards OOD-Robust LoRA via Hierarchical Mixture of Experts

NeurIPS 2025poster

Parameter-efficient fine-tuning (PEFT) methods, such as LoRA, have enabled the efficient adaptation of large language models (LLMs) by updating only a small subset of parameters. However, their robustness under out-of-distribution (OOD) conditions remains insufficiently studied. In this paper, we id…

Cited by 0SourceScholar
2024

A robust inlier identification algorithm for point cloud registration via $\mathbf{\ell_0}$-minimization

NeurIPS 2024poster

Correspondences in point cloud registration are prone to outliers, significantly reducing registration accuracy and highlighting the need for precise inlier identification. In this paper, we propose a robust inlier identification algorithm for point cloud registration by reformulating the convention…

Cited by 1SourcePDFScholar
2024

Enhancing Cross Text-Molecule Learning by Self-Augmentation

ACL 2024findings

The development of Large Language Models (LLMs) has greatly advanced the field of drug discovery, with the belief that natural language can enhance human control over molecule design. However, the scarcity of high-quality labeled data remains a challenge for cross text-molecule learning. Existing da…

Cited by 1SourcePDFScholar
2024

When Do Program-of-Thought Works for Reasoning?

AAAI 2024technical

In the realm of embodied artificial intelligence, the reasoning capabilities of Large Language Models (LLMs) play a pivotal role. Although there are effective methods like program-of-thought prompting for LLMs which uses programming language to tackle complex reasoning tasks, the specific impact of…

Cited by 28SourcePDFScholar