Author

Lianlei Shan

3 papers indexed here

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Aug 2026

Boosting Black-Box Unsupervised Domain Adaptation With Cross-Model Contrastive and Consistency Learning.

Black-box unsupervised domain adaptation (black-box UDA) aims to adapt a target model without accessing source data or source-model parameters. Compared with conventional unsupervised domain adaptation (UDA) and source-free UDA (SFUDA), this setting better protects data privacy and model security, but poses greater cha...

Wei Li, Wenyi Zhao, Lianlei Shan et al. · IEEE Transactions on Neural... · 0 citations

#artificial intelligence Jun 2026

MPCoT: Reward-Guided Multi-Path Latent Reasoning for Test-Time Scalable Vision-Language-Action

Under matched protocols on LIBERO and CALVIN, MPCoT improves long-horizon performance and support latent deliberation as a means of improving execution while preserving the action interface and generating no reasoning tokens.

Boyang Zhang, Lianlei Shan · arXiv.org · 0 citations

#artificial intelligence Preprint Jul 2026

C3-UniMM: Causal Cycle-Consistent Unified Multimodal Modeling via Super Alignment and Shared Decoding Space

This paper introduces a Structured Latent Causal Graph (SLCG) as a shared cross-modal semantic space and proposes a Unified Decoding Space to enforce structural preservation and semantic invertibility during the cross-modal generation process.

Yu-Jie Shen, Lianlei Shan · 0 citations