Latest News

01/2026:🎉 One paper has been accepted by IEEE TPAMI. Congrads to the AI4Bread Team!!!
01/2026:🧬 S3RL paper was officially published by Advanced Science. Congrads to the AI4Bread Team!!!
11/2025:🧬 The AI4Bread team has developed a novel Multi-layer Interactive Siamese-Filtering Enhancement and Restoration (MISFR) network to address the challenges of low-light indoor mural imaging. Designed for architectural heritage conservation, MISFR effectively enhances and restores mural images captured under poor lighting conditions, offering significant improvements in visual quality and evaluation metrics.
08/2025:🧬 The AI4Bread team has published a new paper titled “Dual Balanced Augmented Topological Non-coding RNA Disease Triplet Association in Heterogeneous Graphs”. The proposed DBATNDA model introduces a novel dual-balanced augmentation strategy to enhance graph structure representation, significantly improving the accuracy and generalization of ncRNA–disease and ncRNA–ncRNA–disease triplet association predictions.
05/2025:🌟 The AI4Bread team has released a new preprint on bioRxiv titled “Separable Spatial Single-cell Transcriptome Representation Learning”. The proposed S3RL framework enhances spatial resolution and biological signal recovery in spatial transcriptomics, showing strong performance across tumor, embryo, and plant samples. It also reveals hidden spatial patterns such as ligand-receptor signals and gene expression gradients.
04/2025:🎉🎉One paper is accepted by IEEE Transactions on Knowledge and Data Engineering. In this work, we proposed a Triangle Topology Enhancement (T2E) module and designed MGC-T2E for improving multi-view graph clustering performance.
04/2025:🎉🎉One paper is officially published by Nature. In this work, we present a nearly complete pan-genome of autotetraploid European potato, we describe extraordinarily high sequence diversity in a domesticated crop, and we outline how this resource might be used to accelerate genomics-assisted breeding and research.
03/2025:🎉🎉One paper is officially published by npj Heritage Science(1st ranking journal of the Chinese Academy of Sciences). In this work, we proposed a strategy for the enhancement and restoration for mural image under low-light and defected conditions.
03/2025:🎉🎉One paper is officially published by IEEE/CAA Journal of Automatica Sinica(1st ranking journal of the Chinese Academy of Sciences). In this work, we proposed Parallel Seeds, a framework generated from Foundation Models to Foundation Intelligence for Agricultural Sustainability. Congrats to our team's work!!!
12/2024:🎉🎉One paper is selected as BEST PAPER at IEEE DTPI(Officially Online). Congrads to All the Authors!!! In this work, we use user historical data and information from similar user profiles to more accurately capture the user linguistic feature within dialogue subtasks.