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Shanshan Li

5 accepted papers

2025

Debiased Active Learning with Variational Gradient Rectifier

AAAI 2025technical

The strategy of selecting ``most informative'' hard samples in active learning has proven a boon for alleviating the challenges of few-shot learning and costly data annotation in deep learning. However, this very preference towards hard samples engenders bias issues, thereby impeding the full potent…

Cited by 0SourcePDFScholar
2025

TP-MDDN: Task-Preferenced Multi-Demand-Driven Navigation with Autonomous Decision-Making

NeurIPS 2025poster

In daily life, people often move through spaces to find objects that meet their needs, posing a key challenge in embodied AI. Traditional Demand-Driven Navigation (DDN) handles one need at a time but does not reflect the complexity of real-world tasks involving multiple needs and personal choices. T…

Cited by 0SourceScholar
2024

At Which Training Stage Does Code Data Help LLMs Reasoning?

ICLR 2024spotlight

Large Language models (LLMs) have exhibited remarkable reasoning capabilities and become the foundation of language technologies. Inspired by the great success of code data in training LLMs, we naturally wonder at which training stage introducing code data can really help LLMs reasoning. To this end…

2023

Compact Waist Rehabilitation Robot Inspired by McKenzie Therapy: Design, Analysis and Validation

RA-L 2023

Aiming at solving the problems of low compliance and unsatisfactory therapeutic effect in most existing waist rehabilitation robots, this letter presents a compact waist rehabilitation robot (CWRR) for patients with low back pain (LBP). First, the CWRR with a rigid pose adjustment mechanism and a so

Cited by 2SourceScholar
2023

ProxyFormer: Proxy Alignment Assisted Point Cloud Completion With Missing Part Sensitive Transformer

CVPR 2023poster

Problems such as equipment defects or limited viewpoints will lead the captured point clouds to be incomplete. Therefore, recovering the complete point clouds from the partial ones plays an vital role in many practical tasks, and one of the keys lies in the prediction of the missing part. In this pa…