Author

Kun-Feng Wang

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2026

GD-OCC: Geometry-Driven 3D Occupancy Prediction With Integrated View Transformation and Sparse Representation

3D occupancy prediction involves estimating the spatial structure and occupancy state of each voxel within a scene. Vision-centric approaches have attracted increasing attention for their cost-effectiveness and ease of deployment. However, a key challenge remains in accurately inferring the 3D scene structure from plan...

Ke-Qiu Wang, Tian-Yu Shen, Si-Han Chen et al. · IEEE Transactions on Automat... · 0 citations

#graph neural networks Sep 2026

Retrieval-Augmented Residual Graph Neural Network for Protein-Protein Interaction Site Prediction.

RGLLA-PPIS, a novel multimodal prediction model that integrates retrieval-augmented learning and residual GNNs for PPIS identification, outperforms several state-of-the-art baselines in both accuracy and robustness and demonstrates its potential to guide real-world protein engineering tasks.

Jia Mi, Ya-Wen Liu, Chong Chu et al. · IEEE Transactions on Neural... · 0 citations

Aug 2026

4DWeaver: Bridging Reconstruction and Generation Via Compact Autoregressive Priors.

This work proposes Compact Autoregressive Latent Prior (CALP), which regularizes low-dimensional latent variables with a history-conditioned autoregressive prior, achieving compact, long-range temporally coherent, and spatially structured latent representations through a more reasonable latent capacity allocation and a...

Ruosen Hao, Tianyu Shen, Jing-Yuan Gao et al. · IEEE Transactions on Pattern... · 0 citations