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Richang Hong

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#artificial intelligence Open access Sep 2026

Mask 2D-3D: Adaptive Dual-Masked Autoencoder Network for Image-to-Point Cloud Registration

The Intermodal Dual-MAE Framework with a Similarity-based RL Masking Strategy (SRLM) is proposed, which adaptively masks informative positions by leveraging cross-modal similarity and reinforcement learning, thus narrowing the modality gap.

Zhi-Xin Cheng, Jia-Cheng Deng, Xiao-Tian Yin et al. · 0 citations
Preprint Aug 2026

Acoustically Grounded Cost Learning for Open-Vocabulary Audio-Visual Semantic Segmentation

A novel Acoustically Grounded Cost Learning (AGCL) framework is proposed to transform the static, audio-agnostic visual-text priors into dynamic, audio-grounded cost representations and significantly outperforms previous state-of-the-art approaches, particularly on unseen categories.

Tianrui Hui, Shao-Fei Huang, Qi-Song Han et al. · 0 citations
Book Open access Aug 2026

ZeroRel: Relational Reasoning via Graph-guided Large Language Models

A novel self-supervised framework for relational reasoning over RDBs that treats context sparsity as a controllable curriculum variable and leverages it to induce a progressive shift from semantic-dominant inference to structure-aware relational reasoning.

Yujie Tian, Kun Zhang, Qiu-Yuan Li et al. · 0 citations
Book Open access Aug 2026

ZeroRel: Relational Reasoning via Graph-guided Large Language Models

Relational databases (RDBs) play an essential role in real-world scenarios, such as e-commerce, social media, and industry. Recently, with the rapid development of Large Language Models (LLMs), using LLMs to exploit RDBs has become a significant trend. Plenty of works have been proposed to use natural language to descr...

Yujie Tian, Kun Zhang, Qiuyuan Li et al. · 0 citations

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