Publications |https://aizxsong.github.io/publications/PublicationsHugoBlox Kit (https://hugoblox.com)en-usFri, 01 Jan 2027 00:00:00 +0000https://aizxsong.github.io/media/icon.svgPublicationshttps://aizxsong.github.io/publications/Scalable Intelligence under Limited Supervision: Principles, Structures, and Adaptive Agentshttps://aizxsong.github.io/publications/ijcai2026a/Sat, 01 Aug 2026 00:00:00 +0000https://aizxsong.github.io/publications/ijcai2026a/PointNSP: Autoregressive 3D Point Cloud Generation with Next-Scale Level-of-Detail Predictionhttps://aizxsong.github.io/publications/cvpr2026a/Mon, 01 Jun 2026 00:00:00 +0000https://aizxsong.github.io/publications/cvpr2026a/Semi-supervised Instruction Tuning for Large Language Models on Text-Attributed Graphshttps://aizxsong.github.io/publications/www2026a/Fri, 01 May 2026 00:00:00 +0000https://aizxsong.github.io/publications/www2026a/M2PG: MoE-based Adaptive Multi-Perspective Graph Fusion for Protein Representation Learninghttps://aizxsong.github.io/publications/aaai2026a/Sun, 01 Feb 2026 00:00:00 +0000https://aizxsong.github.io/publications/aaai2026a/Track and Tweak: Monitoring and Improving Group Fairness for Temporal Graph Neural Networks in Real Timehttps://aizxsong.github.io/publications/kdd2025a/Fri, 15 Aug 2025 00:00:00 +0000https://aizxsong.github.io/publications/kdd2025a/Domain-Adapted Diffusion Model for PROTAC Linker Design Through the Lens of Density Ratio in Chemical Spacehttps://aizxsong.github.io/publications/icml2025a/Tue, 15 Jul 2025 00:00:00 +0000https://aizxsong.github.io/publications/icml2025a/Mitigating Over-Squashing in Graph Neural Networks by Spectrum-Preserving Sparsificationhttps://aizxsong.github.io/publications/icml2025b/Tue, 15 Jul 2025 00:00:00 +0000https://aizxsong.github.io/publications/icml2025b/FedEDM: Federated Equivariant Diffusion Model for 3D Molecule Generation with Enhanced Communication Efficiencyhttps://aizxsong.github.io/publications/www2025a/Thu, 01 May 2025 00:00:00 +0000https://aizxsong.github.io/publications/www2025a/Context-aware Inductive Knowledge Graph Completion with Latent Type and Subgraph Reasoninghttps://aizxsong.github.io/publications/aaai2025a/Sat, 01 Feb 2025 00:00:00 +0000https://aizxsong.github.io/publications/aaai2025a/Geometric View of Soft Decorrelation in Self-Supervised Learninghttps://aizxsong.github.io/publications/kdd2024a/Thu, 15 Aug 2024 00:00:00 +0000https://aizxsong.github.io/publications/kdd2024a/A Systematic Survey on Federated Semi-supervised Learninghttps://aizxsong.github.io/publications/ijcai2024a/Thu, 01 Aug 2024 00:00:00 +0000https://aizxsong.github.io/publications/ijcai2024a/Towards Geometric Normalization Techniques in SE(3) Equivariant Graph Neural Networks for Physical Dynamics Simulationshttps://aizxsong.github.io/publications/ijcai2024b/Thu, 01 Aug 2024 00:00:00 +0000https://aizxsong.github.io/publications/ijcai2024b/A Diffusion-based Pre-training Framework for Crystal Property Predictionhttps://aizxsong.github.io/publications/aaai2024a/Thu, 01 Feb 2024 00:00:00 +0000https://aizxsong.github.io/publications/aaai2024a/Tackling Long-tailed Distribution Issue in Graph Neural Networks via Normalizationhttps://aizxsong.github.io/publications/tkde2024a/Mon, 01 Jan 2024 00:00:00 +0000https://aizxsong.github.io/publications/tkde2024a/Mitigating the Popularity Bias in Graph-based Collaborative Filteringhttps://aizxsong.github.io/publications/neurips2023c/Fri, 01 Dec 2023 00:00:00 +0000https://aizxsong.github.io/publications/neurips2023c/No Change, No Gain: Empowering Graph Neural Networks with Expected Model Change Maximization for Active Learninghttps://aizxsong.github.io/publications/neurips2023a/Fri, 01 Dec 2023 00:00:00 +0000https://aizxsong.github.io/publications/neurips2023a/Optimal Block-wise Asymmetric Graph Construction for Graph-based Semi-supervised Learninghttps://aizxsong.github.io/publications/neurips2023b/Fri, 01 Dec 2023 00:00:00 +0000https://aizxsong.github.io/publications/neurips2023b/Predicting Global Label Relationship Matrix for Graph Neural Networks under Heterophilyhttps://aizxsong.github.io/publications/neurips2023d/Fri, 01 Dec 2023 00:00:00 +0000https://aizxsong.github.io/publications/neurips2023d/Towards Fair Financial Services for All: A Temporal GNN Approach for Individual Fairness on Transaction Networkshttps://aizxsong.github.io/publications/cikm2023a/Sun, 01 Oct 2023 00:00:00 +0000https://aizxsong.github.io/publications/cikm2023a/Contrastive Cross-scale Graph Knowledge Synergyhttps://aizxsong.github.io/publications/kdd2023a/Tue, 15 Aug 2023 00:00:00 +0000https://aizxsong.github.io/publications/kdd2023a/WSFE: Wasserstein Sub-graph Feature Encoder for Effective User Segmentation in Collaborative Filteringhttps://aizxsong.github.io/publications/sigir2023a/Sat, 01 Jul 2023 00:00:00 +0000https://aizxsong.github.io/publications/sigir2023a/Graph Component Contrastive Learning for Concept Relatedness Estimationhttps://aizxsong.github.io/publications/aaai2023a/Wed, 01 Feb 2023 00:00:00 +0000https://aizxsong.github.io/publications/aaai2023a/SFA: Spectral Feature Augmentation for Graph Contrastive Learninghttps://aizxsong.github.io/publications/aaai2023b/Wed, 01 Feb 2023 00:00:00 +0000https://aizxsong.github.io/publications/aaai2023b/A Survey on Deep Semi-supervised Learninghttps://aizxsong.github.io/publications/tkde2023a/Sun, 01 Jan 2023 00:00:00 +0000https://aizxsong.github.io/publications/tkde2023a/Graph-based Semi-supervised Learning: A Comprehensive Reviewhttps://aizxsong.github.io/publications/tnnls2023a/Sun, 01 Jan 2023 00:00:00 +0000https://aizxsong.github.io/publications/tnnls2023a/COSTA: Covariance-Preserving Feature Augmentation for Graph Contrastive Learninghttps://aizxsong.github.io/publications/kdd2022b/Mon, 15 Aug 2022 00:00:00 +0000https://aizxsong.github.io/publications/kdd2022b/Towards an Optimal Asymmetric Graph Structure for Robust Semi-supervised Node Classificationhttps://aizxsong.github.io/publications/kdd2022a/Mon, 15 Aug 2022 00:00:00 +0000https://aizxsong.github.io/publications/kdd2022a/Hierarchical Heterogeneous Graph Attention Network for Syntax-Aware Summarizationhttps://aizxsong.github.io/publications/aaai2022a/Tue, 01 Feb 2022 00:00:00 +0000https://aizxsong.github.io/publications/aaai2022a/Semi-supervised Multi-label Learning for Graph-structured Datahttps://aizxsong.github.io/publications/cikm2021a/Fri, 01 Oct 2021 00:00:00 +0000https://aizxsong.github.io/publications/cikm2021a/